{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "# Simple Example to demo RESNET-50\n",
    "# Based on: https://keras.io/applications/#resnet50 \n",
    "\n",
    "# Import model and image utilities\n",
    "from keras.applications.resnet50 import ResNet50\n",
    "from keras.preprocessing import image\n",
    "from keras.applications.resnet50 import preprocess_input, decode_predictions\n",
    "import numpy as np\n",
    "\n",
    "# For displaying results inline in notebook\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Load the model\n",
    "model = ResNet50(weights='imagenet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x129ed4198>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CTik5HqOCDrgMRCSmRUVsHVeflxYJGrGSNY+jdk6Kz+fSMYQcHJFgBuJiuiWq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fIUHojRyl0IcQU4HB+/A9x47HnXx8d+3RFj/GvAXwN427v+rXjuKuN9fOR/H1PZP1pNvBE44dzU\nMpVd6bFzR6aIkOmEhNSLoNQ5F0I8dLk9N4gdNWlpURA+gYAhian03j5/94WGxazkQ5cVN77+A/jo\nsEjAJds0QOLSzDz4MR5OQB9xIqKNRPlI6xxqJJZsXZdsvrRBxJisyELExbH0C5bdvUtslytms0UC\nMQtDQKfRmvXsVznDMHB15wrrpsHsF4jbS5Zig5eSOASefuopjs6OIc8TXVaCCYp+s+Lqc89SEDk7\nOkopZc5x5eoOq+NTDnZmBCN57eXbXLuwR930498lR2qBMYZf/dSnef/73o11jnc/cx1ha06O75NP\nd9iZlggRWXUBKTPavsFF2J9PObi4iwye4GFvYujtwKo+YXd3FzKFr3uiiYTYY/ukMpV98jFonUMb\niRsBynmp8CEgtKSqSqIU2DagTE9tLSozHOxOqduexjYpoKcIXFrs0fsB6zq0lmAjRkXazZaDyRQX\nQRnJaWOpdGRvv8RuW1o7sFjkLM8OiSKZ5rx6+xaTapdgt3zz7/wQl97/HTTDgHASqT0uphBh4R1a\n+ZSGM2ITcayEzxeIOAYdRSIiSqIIyJAo3MEGeps8RaWPeGFxUSGDeNgiZypVJDF6Ykj2+C58YXv2\nb3ZR+Cnge4A/O/77jx57/MeFEH8RuAq8DfjF3+iHxRjpuzequEbmdvLOC2lUI8c3F8RY/kfwIzFJ\nykdONMlwIs33BQJsxDuZEqcdSK1Gllfacs59HtXoZpO0F2nkJjtwyrJce/6Xuy3ffjXn7R/4ADrA\noCUxhpQaLSIxRKRL2AJELANSSGQU2BDw1jGQMjOVSh4Mtu1wJDGWUhJBkop3/cBzz11ls9qyaVfM\n5hUP7q6Z55K20Qy+o+56qjJjGyLV7izFpU2nFJlE64yjoyP2DnaZzhf0bYMmkkkFynHpymWWhw+Y\nFBOkUbiu58KlizRNCrmpB3CbNc89e5OzoyOCCEgvsP2Wi5ML1LFnNl/w2U++xMWnbnBxkrFtlly7\ndoPcKD7xmc9y9fpNJrli8C0v3brF1UsXaYeOpy/NEePEZVs35HnOpYN91vUqmes4jbeOWAk2mzNE\nlrFjSmIQuL5DxYjSirKYI2WkGSwTkZOXOX3bpwtCZuSzkqIqWR2umUwMsm3S36JrWdke7xQ6Jhp8\nO6QFfXdhaG3D2aZjUmVU0mPJ8L1HZRmzUrDewHxvwmo7EJsj/tM/+aNcf9eXsTldsWDJhrT7Oz2g\no05VcIiYAEN9BvNdXAyJtixksg0ISd8QXFKg+hhQMWDTeIeATDaDAEiC9ESfZPdBioTIyZhcp2Vq\ngcATBOQqLQ5v9XgrI8mfAD4CfIkQ4rYQ4ntJi8G3CCFeAL55/JoY4yeBvw98CvjfSclR/vP/5EfH\nOQPzUVn/xpVNPTZKjI9xuM89GISUD1fa8x8oznutkH5yDIHgAt6HBGpZl6qQOFYIPNJMpPYsjRij\nTHyGGCOrTcOP/tJnEASc8GghET7pIPCJDxG15FyI4mNM5a+30A/JFERppDKjpZxAFklcZR4at0IQ\nkeliTttv0bnDDRbbulRiRkHwlkoaysIw9JHVySmx65iVGapIzkjK5Ny8eZOnn3iSUmcoU7DtejYC\n2t5yfHJEUU14sD1l03ZUiwlnzYb7t28xWVykqdcoJRgcXLx6kwuLi8wWe0zLOY0bmE4rCu259MRF\njPSsmo6snKIMvHrrHsdnh9xdHWFdRzkpuHe2pLE988kUHwbwAR8i1554kiIT1F2iSRf5FFlKIh5t\nJPPdHSqVgc7RZU6UiizLx0+vRBrJLC9T/mMIYBSDT22CQiEcHFzcS2lWpkRmhnwypTITKh1pXc+2\nrxEmwxSGDoEp50xMjkJRLhZUUmCGiJOSs42jmu+gypJQ7vCH/9LPcPmZ5+j7FlNkeGEQMRBiRASB\nDRLdezavv8BqeR+qfaKL4MFbj7OW2A24LrVsTdPQti22d0TnUlURRhxivGBlJNHjz7kIMRI89DbS\n2YgLpM+iAC1BENDqrVcLv2GlEGP8rn/Ft77pX/H8HwZ++C3/BjxaDB79UslNSUVFECPYIuRDZeTj\nXIY327/H0QA/GbKc8x7ir3tNdCnowwqf4sgfE2Ul+XJSqwFIZVEoiIb5/Cq//7/9Uf7WD/3n+KFH\na5U08AkRIfpApnSaHgSJxWMC9N6DVnjvQIRxB4kEPxpgyED0CTwSRC7sX2ZoOzKV4fuOTgmULuht\ny3R6gaHroR/YXSzIAGSRdswc7m/XzMqCKApefu1VYlTM84q8kFihKXVGX1X0dmBvMkH4ZM46jCYy\nD44fMC0rRLel2W7ZbGryMktsS6PwvSfLS+4f3md35wKn2zOM0mS5Yb1teebtNzEm48U7r/PeL/ky\n/uaP/x2+7Vv/PWRwdKcnsHsFgkSpwOr4kOA80/kc1w4Mrufizj6H2ZquTryMbGdBXkhcG5iXM3KV\nWr57xw8oxQQ70oG1kshcs1OWLI9OqLOBclKRmTQ+bN0KmRUMfZJhW+uw0ZNneTLPsYrObonGoAqJ\nXW9obCSvSvTUUcgJZ/ULPPuB38E3fPC76JuBpu/HDQG65ghvMobQImMq+X27pKoPUfmcQeQM/Zoc\nQRh8UgKLSEChRCR6l9pePNF72tdfRF19Bhf1GGngCeLcVOhcap0s3YVIytfgJSEkXMIgEDGMW/9b\nXxT+tbMk/00cz77jPfHP//g/4yEbS5yTM0K6GM+bicfMKc/vBzGunAGEOq8Mxt0bYHyuUkmX7vGI\nkMJmjdLJ6UY86snOQUAvk/syKtmsKQlutLeAyN0Xf4U//1/9J+we3MC5AaMlKjMPMZBcZtjYEUc5\nsLcuzbiFZkwiTYYtYxXUuS5VJH3PEFLv73vHxcuXmBYZq01NriROZUzKit52KClRSrKYT3ny6gHt\ntieflpyennGwmFAWc4JriWKcbHQNO9M5Z6s1RZERck3mIaumbJdLhmEYfR06nry2z89/9Fd4+xNP\ns6x7DmYFqtBsV1vKcsJZXfPEpYv8zz/xv/INX//buHPvPrmSXLl8wP7ODh/9+K+ydZFpVfLlX/7l\n3L1zj6tXduhXdQJPu56iVGSmJM8zui6NX4fg2ZnOuPPKa1BkUJRoJIWJDG1HGxw6KkRMllBWeBb5\nFKcV0bvkbeADmZbkSrBpauZ7B2gCTRORRlBvT/ER/GBRUuJ6x4Ag0xDIOb+ANss1t47v8/SNJ/nq\n7/rjPPHUMwytJZiIi6PU3keE8fgAYbNClhU2GJTyyK5BbZZ0+1eJQUJIfJIQxgSwKJNkWo5jSSFQ\nEmS7wR5+hmW1z87+VaQwICJixN3O7wPpvhg1QiNY7nyqKc7xxfMN8duff+ItZUl+UdCck6QjgXWS\ngPIWGRJ7MMREOAneE4MjBgfRp4s9uNRveY+IAe8GQrTE0CG8I3hLCI4YLQgHBGRM+gQVPQSLFCHJ\nmb3FBzsGtvQ457DBYp3HOUfXW+Lgcc7inePqk+/hR37qX/L6q/8CZPLqi31SOmqpGPyAjBJhDC5E\npNJEGfF+wGFxxMSO9B5vLdKlKUMfPTLxm3nXe7+a+/cOadueoevoXDoHbbMhl5Kd+YL53h51O7Bt\nLPdWa4RIo9nNukaqlPzsnKNvW6KNzHamLC4ccPnqJcRygxQG3/bUmzW5Ljk5O2aeV6zXW6azBfdP\nTzm++xJlpbl3+wE/9g9+is/euUe77Xn51j2efdszTKuK6zcu8uxzz1GWJSrLeP5r38+lvTnRlNRt\ny6TI6FqbqNNSMpuWuCDQOp0rH1MQT4yRzWpJcWmPIBX3b9/m7uF9lE6xeUYagoqgFa3rKE3G1jZ4\nO+CCJ58WVIUG30G0GKm4/+AIhEQLR4ZnUsyQg0ArRQiGYARamMQ8HQaUzlFZxjve825+33f/Xr7q\n638bV28+wdCnndoGQRwCwTqG6BkGifMSETpcXROamuzsBHXyMsNsjyEmRzFHoPPJVFgJgcJjpCcD\nMgWljBgGpF1RTiouX7iaxrLyESdHaYlS4iGBUQmJCgkXU0QUkVwJMslIb/7Cr8YvEpUkaM6BxjCO\nZNIEwkSAZFN17osQSGBKjCnSHSmwPqLleJKkSjtxjHRDxChBIRWBhMh6IjIIIh4/liUBz/kcIQox\n9mwirbYhgvTJ9sqBlAKrHLKJ/N2ffcDvevaAL/+Gr0FHRR/saGKSGGvRhxEQTehxFKCEToGkPmko\n0txaEEfDlqglVw9uMnSOqpjw7BOX+If/5JNcu3GNnZ0dVG7wEY4PH7C7v8/BbErXdczKgtOzFWWR\n45qWo+P7VCbH+Zj68NDQbHr6pubB2ZrZpYsMTcemXnP56jVCs2VWTlAx8Iu//BnKPPBn/9xfwG+2\nHJ6ece3mLW4fHlIqQZliFPnqr/lKdDAMRz1du0ITuXd7zf/413+Sr3j/u/md3/LNrFcniKHH+QwX\nPCY3SV6e58nJqA9oI9g0ybp+1Q3szBfIomBAQJDcefV1dJnj3EBRFEx258zzgk3nMJkkMyoFtLok\nn1Z5MVZIPbOpxveOLMsISLphhdMR23kkAS8lXnikczR9T+16vuUDH2BV1yzPjoneIn2k9RYbI3KI\nBAJKSqKPpOZRsR0c053L6GGLtw1cejteKLK+RguIMkm2ESa1yyImoZJOV4EQEb06Rq7vsjp4jkIY\ncuEJQkCUuOgxMRBFQGuDitD55OUgoxt1M+BdxBE5Z0J9ob3AF8WiMIo/EzijJMIL8GOpJCNCeZSU\n6OjSrvxQ/aUegoRGihFh9SA9uITsVlkKzYguEhD4aIGA1JA9FFVozrkdcfzjeBGQwj9WlqWcBykS\nQUoEBUSadcPf//Rt/otvf56Dy88hRQ8ieT9mUtF7h9ASoxTWglKSgWSMEkavQyEEOkZ65ciynOXx\nIV/6jb+Dlz75Ud75zGVuXtjj+z70zfzE//YvmJsSKQ16aqjrNmkhMkUxRGKRw/aMdz/7ZSyPlkSd\nozJFpuHW3TuUZcnJyRGnpysuHuwSAsl9ajAsV4dkseDo5JSNjrz+6mf5Pd/53dx/9VPceukVNjbn\nqWtX+If/+Od59omC0EtuPvs0Nw5PCEYQ24EXX3+NX/7MK1zcXfC1X/OVPP+e9zDUS4a2oe97pGio\n5js0rWWSZzgbOGs7JmWKi6uqPbZ1gxCCZbPFRrh24SLOOTINfd9SzfYotaTfDoSyQIqa/cUFlIST\n9RZlNMIlu7nQNujRsLT2HtdvEFbQOY+Mjm4Y0rh65LMgBc8//z6+9Okn2XY9zXaJzqvRXaqnFAEV\nFFGmzcT7iFQJS9IMbIWlEJaj1z/FpQsHLM/uYfJd8tmELgRAU3iHoCMqRRQZXoIOYDLPRHrq9i6t\nS7GHSie0zXsFwhEidFaCVGmKNZKYYkhpXW40ERJSpor4nDFJeLhAvJXji2RRAIRAjuCAkJIQk9lm\n0ig8ZCrgQ0SI86rCJ77XOKqJIu260Y2+djKigsALcDisA85dn2PEnmssgn8kPjmnMYwBNFkM2JCs\ns5RIC0H0kUGknL+gFKK2/MhP/nP+75/+Sf7f//Of4PqBKNLPl7khxIjyMaX9OEepNDaKFDg6Tk9C\nDJigsZsVN559B/fu3IZMY/KMW698jq1tQEhaVzMvLtBtm6RDUB2xDqgyp3QWkxmOTg7Z2d1nfbqi\n7pJeYGd3gSYxGaOAxe4+D+494MqFPa5ev8zq+IxPvvAKZaa4e7TieO34+K99guff+RSTyQRfKxwB\ncHzN899INTGI3PDxj/wqL75+C5kZRIgclDmuafjK97+baxf3aNcdq3rL7myGlJKmabBREwuIeDrf\n0ZzBtSvX0+jZZAzdJlVZxlDNMmwWwSqm0xytMpq+Q2tDs91ihOLBg2Ok1swmBU4EjIrkeY4n0A4d\nNhgyAoNTaJWMdb33FNMKay2hdRTTCXmRcWH/gOVqgyoUs2JOHSxGS4gBF1JFkTCtJAQTUhDw9Eii\nFLimYcaK2l7AaJBViY3J/SgGsDIR4/yQWklpNEpprLP0BJZna8TuE2RKYYNHRV1acQ8AACAASURB\nVAXSJ98NQOiQaOlC4P0Ib6sw2gwkMP6hEHD0H0ltxFvvI74oFgUfYLlJbyDEBAbKmDzqggAzDlmj\nHGOy4iOOQYiJ7RVkRMSkegT9SOsgY+q2xq8TZZo0dyeMAqdzhsM45olJqpr+04AmEqTBxx5CutiV\nUBgR8SPZKRJ55zd8B+/7xn+f7/+2Z7n5pV+VcI2g0AJ6GRMLUmtc9ARrUVIRCEgXsDFhKM99xdfy\n3DPP8vKLn+LJi5fY0Q2fe6Xn7tmaGDy982y7DSIK5rMJUma4YYtSebIvGyK9zynzOadyix0GtASt\nk5Ygzw0HYkGZG/bmE9q2Ra7g9HTNpFD8y197mbOjQ9xYsv78L/0ST127xhNPPMGli1eRCH76Zz5M\nrjOsTJWdIxCGjkrn9NFzetYx3dml7Tu22zXzvOTO8TEHO3NklRFPt7CYYfuBic4IOQgjGboEzOZl\ngRQepSrO6haDBOXZnS7wAowTNJsVl6/fpOm2LI+PGNZrrJ+DUSyqOSoGeqFRVUm33tCpfCTxCHxv\nE9DXW7qhI6+mfMlzN6hmM86WNXkeyXuNE5au3YDKCRGGEMmixEuHUIFCQkAioyHEDp3niFsfJZte\n4vWP/wz77/pGqh3FEB3CK1RMmISPEWEE2qTdp+salKkQ7QnzJ78Mm08Q62OkvkyQlugNSIERjkIr\njJIIGRgCDNaPe6ZA4hMb+DyZ+hzIlpHgf4u5OQsiMgZi9EiRXGylcIntFTxutJryfhwfBodCoCVk\nIiBEHOWnGTEqGNmPUiRNBdEjJRgZUMIilcOcjyB9csZNgORIqRBprqtkwEiFExrCQIZESE1FRI3V\niiQQcOgYYZA4D3/hn77It333H6a3Fh8GPPEhJboPDh+TrXwInjh4eu8I0fHyrZd45smn+PQLn+TK\n/oLFvKQZel64fcjtwxqvBHGIBAuht2iVkSvBhd09VBB07RYdIqfHJ7z6+gs8WJ7gbHKKsr5nuW3x\nCM7WZ3gZqHZ28EYjUJRljkFz6/Y9ti4yqyp25yWz6QGD19TB0CqVgDYFrbQsJlPatiOQ1lWRa2L0\nTGYZYtskP0EF27bh5sEBQUryINi/dJFoB6Lv0FmBJIW1oA19GCB4ymLCZn1KtB1Nd8bRySn37t1j\ns03TmWgUh8eHDJ1F5DmXL1+mMhOUE2y7NkW3DT0iCDrrGGxKl26aHms9bd1h8pJ3P/clvOPZZ1Ch\n4P7dM/bmaWSrlGI6qbi4f0DUsHGK3gW2wdMPknZQrAZB7QPW1VTtfczmjFbvMfSBpz7wHdRSse0s\nRIl0Db1t8CFhCjKCJkNFhcpyFC0YUMOWvBto5teQOWitQbjEaESydYGz3rFuIkOfWhcV0lhSCo02\njwxcEx09cRi+ELHyF0WlIARUpSd4OY4Hz0VNnlIKpPCEKLEehpiELWp84wGQLjJYgckCWgskFheT\nA3SqJJLYKY1mRiem4BE6UCpFBHorRzMWhfcp0g0pIQS0ZHwdZFhCFMl5aeQ/SCJCeGT0qYpA8K6v\n+Fruv/oJPvaRf44IAZRAhfOSWVAYSdd1oAxSSVQX+f4/+l9z57VPIxw8/84nuH33VT72uVPWnU+G\nsYAPHmIC1+aTJBSalQXaeoKKTKYlWuQoHTHlnKvXLnLrlZcwuqDaLZHWcvnyVSZVyYMHR7TbFTNT\nMC0y/unHf43eN5RmRvCKoJPGovWRT37iRd773vdCTLz73WxK23eUSJwU9Nay2bZM84Kz5TY5WzUd\n67qnsx1GKpq2ZtCaudHJUHS2x737d9mf79N3Sy5W15CTkrYPbLqG6Ww3eWdaT1H1CKuIQ0OUmjKv\nWG5OsEPGMg7MpjsoBc5vUSHjbLVERPCtRecFKio29ZrNsGV/tmBXL9i7sEvQEKMleEmZS+7cPWYx\nm+Bsz2w2Y9N2RCHJVKqcIOBVpPAKrx2xWaHqB4QsshoWTBYzZsvP0k3ewYVyxtBDd+vj6P1nIM9T\n5RrPq9FkpKOFx8scsapx2RyXVRgRcZ5RCKVwnNsGpBG8lx4fJdGlyDgpIjkREVNwUjL1TQnjGoGL\nb71S+OJYFAAZQwouiQEtwiiMElgvRpDFJT46AinDQ81BFIFBJBKIEDqdHKXIY8SRaM2JoRjQUo2k\nhkRwElFSGjXyxP3o3+hAhTfgDjEEAokskgn1ELORwY89myYbNe2d80iRAT0f/NB/xuHRHY5evY3v\nO6IJeCfRDEQbyFWBdQMqFvziL3+U3/f9P8DrL32aL3/6Kq8enfEVzz3N//ORX2NaVQQXkDqF0RiT\n0bqe01VNVWQYJZhWFYVKO9Dd+4eUGgZnOditKPOMoiopqoqhG5Bu4PSoRUjN7v4BZVnwyU98Dici\nU5PjnUXmDTOzIEbB13zV+3nyyjXK0iCQTKqcIB0ueCwBRcq9yLTB2x4hI3fu3WV/dw+pYD5bEJ1n\nb2+fGBSZAq8NBEWRFdw9ecC1609zf1tT5UUKtN1anGkpizkKODoZyDLFfHoB13fUbUOlKpZ+wyQv\nOFme4pqOHsvBIqH8eVEkQuBmoKVHorlx+Tq50Vy4cIF2tUQOQCmoco3OC8KgsLahrQfyiWeaTwhF\nhY0eL6Ak9foWh44ScXpIfnkPM6yZVRPyvoHZBbTrMELhhzNmeUmYVESZogCisEipR2Bc4aVBx548\n9wzT2ThaBK3Ah0gIHiVSxkTaWJLJT0o/k6PicsTWQsD5c5auIrrkXap/q1m8p3BOmOrIVKfZrSAp\n9PrgkDIRihSJqGH0qDVXJCYbES0g0z1SeBAeqTy58CgdyJWgVApEuviF90QfCV7QWpfyBkb2YybB\nyIgWozg9Jq6DChJhJc5Kug6CDaMXPwg30PaOuve4kPIivEgchN//R/4MH/y934uTEttYfN8iHHRu\nBJIEBGf5kb/6Y+Ta8n1/5D/m6/7trydvTtm/fIF/9osvj+AoCJPKcSFgkRf09Zam6fAD9G1N16c4\n9D4MoBX5pOL+gzNMOaEdeobBszv//6h7s1jb1rQ87/m70c92dbs9e5+mTtUBqqAoetsxxBd2kIlx\nsGPjWE6jgHB8EcUXSUiiNMS+sBIpsuTIkhPHCXIjEARMFFBChEnZAQyGohqq6lRzzqndrrVXM9vR\n/l0uxjxHJccJZQdZxbjaa6w151x7zTn+8f3f977PO2O5XGIScLZHS8Hz5xec3+yZFHOiBp0Kytkp\n6TLh9u0ziqJg6xpCGLUeRWLGC27wGJ3gYsB7S9cPoAVH0wxjRvvzYlIRrQMxJmPvmx3Wg2g7vvjo\nLebzOYnK2N1c8OTFOe3Q0tsBnY09gPXVJau2RUqBD5au3tGvVvi+w8lANclIVCC2LXmScnp0zGQy\nGVkVvWVwlr4daPct0zLnbDlhkiqGbo8UgWySEUmoW8f11Z7L1TMG78jmJcSU6+YaubhHKTxT6XEM\nqAQSGUntirg8YWocRVFQaI01KfXVNX6/wrU7uHjE/nDhGhGQeryJRHF4DumQ9EQd2K5uEPUl2u9J\n5bhdTYRlmkgSZVH4g6XSogV4HYlYInbcYjtB70eUgBISydhTIGqc/122fYiMEm+iJUSFDSOwujQC\nKT3Ba4YwAi4ljqAULlqEHd2PhHG/5QeNFIEgwgFSwdgMZBScWDeOeMb0qIjQEA9EGh8kQ/AH09W7\nBOgxVOZdqEUQo+YgHBRkeEk/jFoDxdjD8HYcDyUhMjBKUu9/7bfxI3/lm/kPf/BP0TXtmLbkA0Gl\n496+qrhzesy8UjDsePuLH+frP/IN/Oj/9FN87eu3Rh5jJxkEaJOivGPf9CRZzunxFOs71B5W3SWZ\nVoSoSY8rggsMrsb6nLYZiO6GDM92U9MMPTIEtrs9TgjqYFmv10RhCFFxZzHlm7/pO5lNFLfv3hlt\nyf2GyIhBj4Mb/x5EjDQMMqBdZPCeTKTstnvu3zmjXu9ROkOnGntwLerE4FzkztkpnVSUZU6Mgkmq\nEXYY7cZtA8KwaXt0BB0DdT2KyopiSqk0nRvj9kaBG+STlKrM6bsBgwYFudT0WYZqHM8vLyAE2t4i\nomdxckyz2kLUeCHQIlC3lhB7yhhZpAVyeo+jO6+RaHBBMk1AeInWA9dXK+T8DpqGVZ+xvXiT9Og2\nOsuR5Zw4NIR6xXJxhmQAmTIEhxECpSMcktWzqEFGZtOKq9yQmhyUROMZoqIdAuIwvYhxlP3HGEiE\nRukxUUrEsffmbByjF2VEIZHCHfTAX/lI8quiUiCC9ZGB0USkCSgxzvCHfvQNvIcXi5rWCXqrxz+Y\nE7ReQOxHEUkU+GjoraDvxeFnBYONeBfw7t3SSqLdAdDiw6HBGUY5tFJEBF6O1mcpBIhxq+BHU+ZY\nlh40BipyODly9yIe7yQhejyHdKdtx1/4y/8N//mP/Kfs6j1ROTq7pw+Kf+X7/3WU9jx4cMLHfvlX\nuXl6TrUo+a//xv/C0Ha4zuOMJLiA9Q4bAybNRgLUdo+WBp8kGF2QVotxnt2HUQVYzKibgcFZ2rpl\n2w0EAWVmODpeUC6nXF9f41uLDR0KRd/WWKXBNxxPlmzXO6LSrK8uuH06oXeKAUkSxruPjeEQ2BPQ\nIiGIwNXNlpvLG2wMrG9WaCEJgyCisa5jcDAAsd6j04TeekT0bIIjiQmpNkTvKHSCdgMqkdw6OyI3\nJXW942a/RkpJVqZU5Zzj0xMykTB0o8hNzyoSmbLabLhePWWSJ2RS8/z6mqqqiErjmo6qmqJVJM8V\nMsvQmR4x8RZqH8nvvExRFAfWh8DbsTHd7zdUx7eYZKNmQKQpWdiTaTDHd5EmodnXiNkciyPXEiNH\nW/04ATsk98Zk9F0Mlq2N75GTohhl9UMAH+Fdb9RordZjwMu7U4ZDBa3EKNQbjXMehEOKgNIg5G/r\nS3zv+OqoFCI0bhyn6BGjMCKqOQgvDmtXCCOOnBjQMhCDAj/e8VU0HOSHhOhQcuyEeydRUqAjBDV6\nJXwcG4hbEdFuFFgHF3BBIKUgynE19gfibkAcRGcRFxxxfBvGefXBpi3UmOgUD82jgEV6jQiSJPaE\nYcvl1ROa9oZ/+fu+m3/4936Vrl8xMwlnt29h7BW/9tF3+Nbf9008/dxn+at/7W/x4W/5EElUY5ip\nUERvaZoOsTyh3q0pioLrq4Z2s0HHUXDlxZw0S2nrhvNnzzlaziFKZsspqZRcP32EVwaspzo54vLJ\nBV98+oLgJe0QyHXCdrjmwcNXGHY76s2KzdU5ZfW1/Pqvf5y7t+9ws1vhhEcq6ONobIIxyDcCSarZ\n7TcMQ8ekmtBhWdcbEJFCVwidYlSk3g94H1C6I8rRDBTWNd0kYVYtwNVsNj1KpUjADhFVpMymJQpN\n3zY4G5hNU2xjySuD0oIoM86/9ITOdnTOkadTotJUy4r1o8dIAlrLMci2rwnOkpcZpnfYAH1vyfOc\nwTbcefA+htCPIT4xkCqFiR3PH32c2cNvpEh69nvNfv0lirtvMHiBmEzQgE5ShlVgPjsmKoM7EL6c\nh97LkcHoxxAb23ZoP4xaAytxUiIUGBwmMQc/w3iIAy8k4t/Dr8Q4MhiCAKUjCe8mrimcj+jRNvcV\nHV8Vi4IUsEwl1sWxHyA0mT+wDmIAM9qgo4gM1hGcIqfFyEApehpVsZLZqIQMAveeuGkcHYoAqRbv\nCanNYXYrA1gRCTFiDkImFx0yMoqLDkKm8XsBJT1SCjoP0QtkjEQtiEKN/Y6D0cUHiVRqRL0H2NsO\ntw/E9A5K3+bh193iF3/uF/jWb/4u/ui/9qd5sMxI1YLiG3PaZ2/hleBjn3+OdAIn340hHxcjYUAn\nmlvHJ3Su53R5Rp6XKO0QQyQpU86OlqDgZrVjsShHFH0/3i3Ozs7ohsDu+orPfvptrrsthclRRxnx\nMbRiIMknfMOHPsyrrz7kpTv3SdKI1oof+/GfYVuvDn4TNWoGDOhoxlQrrQluoLbjHjedzJglBfIM\nhujZrmryo4BG0IWBRHiyRUG3q1mWFU1XI44yun0HgJCGuydTXLA03UDTdMRhZFFoqVBKkBc5zb6l\nmuV4b3nzE29THU2oigLfRJIsxeiMIUTSELh7+w528AilqfKE/aammk7wrSV4SMuC3WY72rjnRwxS\nIWLAwJgNSkO3OufWh/5FHILcPWbIlkyqFl1OCBfvEJfzUawWa+aLHJIMe8iKHGk2HiXHAGQO5r+8\n1IjiDs3Nlp19QX50Al6AyJG+xaTZKJM+TNRGER0gR+tfDKOrV4lwoIyFA7wloBXjc32Fx1fFogAc\nSs8RLyWEIzOSNA4kMqKyhAzJ3jo6KRn6G07yeIBUWKQc4apJrohB46IAP6CUBikPkBaPjhLQiGAP\nJqZRZSDkKPyIIlCM5gTMu2qwKBHBjxwHoTAEMhMOCU4CKSSt9++9QTp6vHX0OqMQFiVB5Bl9penb\nPV3b07uB3ge+5/u+j1LAYqLodjuefepN8kLz5/7dP8/8ztczSmMinsNWBU+iDVFAz0g06lykvnrB\n7HiGCw734obgPNNZhY/wiY9/kg+87wNs1zumywXvXL5DFB1DJxiip5QT9nhePl5ycXXDVDq+7ht/\nL8fzGaentzGFJDUZ6MjP/MKv8srLZ4iYkSpLoxXaR2Sq8SogBocVkUykyAhZOuosFrNjrs6fjunb\nTrGqN5RZSRAddV8TlCZRIxhms64pMs2AG9O0hB/33kKNgThDjzEKpKLIMoSS1KHh0aNHSB8xlcb1\ngU61B96hxgdHtIEmBrTWXG533Do+RepRMdrYHqwnNTnSDixPl9Rdz9HtBwTrxkAmQArP0DhcUhKs\nQ2UaKaY4WpQMDJsNotuig8J4h7EDTlRIDSoIooqIsagCKQ/5DofS3wmyZI4vHLqzdOdPyE7uYCpF\nff6YbHFKTKvRBBVH6EqQHlCMO5HREjCqgsfq9d10NBkl7r3w2d/++KpYFIwI3GYNcUfX91R5SQyM\nmHMUtvM4AZkxnCUJ9cSTa0tiJMGldHVDFUrIBEYPEAQtEh8dCkWiPEPUI7FHWKIRBA8Rh/aHrAgj\nSVTAC413IxtROsgTi1AGFwJCeayLKCmx0YIFpR0yCqIK6CDpt9fIoiQlAB6ZZGO7oZfshoH96hK7\nvuLD3/JtlKni9KhApoqkNzx8+S5f911/gtfvf5g6tig1ItRSNL2IICW293TbPamCLCsIQ40Sgm69\nI6sKytkMkyb0Tc2kzDldnOCw3Dpd8PzFBbPjOdcXHRebFiFyZouUOQmlSqik4vTeS3zTt38HH3j9\nVfLKkCYTNrsb+uaa8mg6SsOFI00MSZBEBd4PaAFWSLIoiSqQZQlSBKwXXNy8wFQTGK7YdVsmSUmI\nA/s+4DY7Xrr/Cpv9hqLMyKoJYejZ1z3TvMQRycoJ11eXCCHI0xKVJ9S7Hc8vL6mShLpvOVosuVlf\nc+/4FmHoiWlO3Q+kSSSjoNvvODu7jfeWIstJkgShBENrxy1qlERpcTHHNR2xazh58CH6LmIPI3Lc\nQBEk2kzpzt8hzG8hC4P7zGdwYUt8+GFiOsfuW3bnb5MkGbtuR7JxkAi0kCTaE9EEx/gBY5TXB7uh\nkxn0A6tHb3HnW76TEBKazYpsegRZNY7GhSTGBIGDkI1ELwIhqtGs9x5vFJQYjYJBCeTvpPdBCPE/\nAH8YeBFj/LrDuf8K+B7GXtEXgX8zxrgWQjwEPgO8eXj4r8QYf+i3e43oB+i3WNeTpOUYa9a2dG4k\nIUvVEERGMZnS2poYA3X0uDQnqhQbJdPUMkkk2zYgtB4bgkQS0dEHRXRj8m8Io0PSBTd+EEQcG502\nEL0gSouMEhUCCklvIYQxNl4dzDUOhwmSsTXhEGHUMnTNju3jT3P08ocQpUYYOTY/XcDamtX1M/r1\nDe3miu//Mz/EnaliVkYKKRCF4r/4L/8qb7zxAW6urpFZSujHTEsh3QEIMvomWmsJQbHZXVKUGa2r\nMW5siqapwQQFchzZeispnqRM8gRnOz795ltEJTA6oyom1PWO5fEJSqcIk/Bdf/AP8nu+5SPcOp2P\n8OGuYzKZ8N/+pb/Iq3fntLUgJgOZUDjhGHwg1YbWOrSS4/ZLSN5884u8+spDllXJpMxo64Gj+Qyp\nR+1AvdmSisjR7fsEEcgSTfQD+7ZDR0FVlFjvwQdMpcnTjOvdlulkwerqKTfbHWlSkC6n3FxdswqO\ntm4YFgMg2F5vEKnG7z3ZWcnO9Zj9Fjt0OB/ZNnuWixml0mPj1yhiyKmbDWleQLXARYjGksYxlzI3\nnv1v/RIsbuPnDzHBEVYbnmyfoo4esiRhU285Tne0rmN7fcHx8TFbqQlWYoGs0zgx3sWlUIQYkQJM\n74i1xXzuY5STBU+vBV4ETOsZgMxHEJqIJ0ZL6xjFfWr04zjEgSI2eoCEDGOCkYDgIlL9zoqX/kfg\nrwA/+mXnfh744RijE0L8JeCHgf/g8L0vxhi/4Sv+DRgvrHZ/QzXJ6azFdgeoqXL0ww7hBJJ6tBhH\ni0CymJ8Bhhg9UxXReUG0o/stCREfW6IMGBnAT0Dq0W0mIxpBYiTmkERtBAQhCT4y5hQrEAcCVByH\nmEEKnGc0MfmR8ORCJEPQIdB+YFi/oLQBrCdpe0RR0NV7pJEkwfHS/ARRluzmC0Q/MJkco1WAoabZ\n7/mF33yb9GDdNBGmR0doKbm8uRjFOCLFd46hs0wWKSqdoLTmTj7jlZfujd34vKJQ8NbFU+4tzsjL\njLbZo9IEes9vfPqz72HnhLekeca9xQyRwcXqhn/1e7+Xe/fuIfTYmFW2J9gdf/Gv/QSvvHoPZCBX\nCUMMGJPiYktvPTEMBJmihEeieHRzzWpzzXIyw0vJoCxaVgQpMQwQBi6ub0iqKbOyIuSa1U1DkUEY\nejKtuNitKWcLdtsN++0ViS64uHnBUbWAEJkeH2OHdoTf9D3BQj8EqknBkc5JJgk3L9akQZFlxeiH\nCIHCFEQNdvBopciKCut6TCIopmcoAYv770eJgbG3H0nwhOaak3uvUZsKpwPYnvbmMbP7H6I6PUMn\nObfSh2xvVsxO7rJ2lugspYlo4UYQSxQHsIo89K4izmrazY6kfcxw5wPIYRhH9GrAhIY+vU1jI1oF\nonw3jCYgxPj/QUhkHEliwUeEtrBbIb1ALU4hOoL9HdQpxBg/eqgAvvzc//5lX/4K8Me+4lf8JxwC\nxTD0PH+2JU9LjhYzojDIoBBmyWo3UA8Ng6sJwxYpFM5PUDLBOUuiNWaIWB9QvsUNgUmeIVXEY0hF\nZNcFNtYfAJcab8cVeFEkCOExEbbe0jqBFx0hSjItmSeKKEcTldISFSR1jKSS0d0WITYNN/tL1o/f\nRG2vuP/aa7y4eMrZ3VcwwpHoijAzhEKze77h5OGr9NaNtCad0NcX/Lk//x+xnFX0jaWYHjwbarQA\nm6SkaxoSBdFInOuRzNjudlSTgnbT8YlPfhqTSE6Xp1TVqIN4evWcZCNRImNVXzLULUIqBmcpy5Ii\nyahmU5Kq4PGX3uHHf/Rvc7ZM0LHH2Tgab/oVf/O/+5t840deYbXaIUmRSU6oVwhlUEqgtaYb3Kgq\njQkWwUvHJ/zaP/wtFuWMxeRlhlSSmJQsN4ggeXYZmMxLPvbJT/D6q+9jtTnH7lvuP3iVrt/T2EjX\n7jAabi6u+cAbH2Tfdbz19ue5e3bG4D1DPSBzhTSRk1t34MU1ruuhqmhdj9t7jNSsbY1ODF3TkqWa\nGAYIKUli8Mhxccwq+saTJD1CZ7z06hsMw+iqHCdRPRORsJneGnkewlGvvkRWLikm81Gr4gLt+py0\nOqUHqukpw/4S5QRWCoxWpFg8EqXGKVseBaIYuNh6lrNTNudPEbMZJ3Poe8fmi59n9oFjhqiQKpIK\nh5cB7/QIayGi8WNRcGByuJvHyOBg+fK4gERDTP/5Nhr/LeDHvuzrl4UQvwlsgP8kxvj3/0kPEkL8\nIPCDAGcnS4amxXpHYSQ2pMjo2Fxfks6OyasK1WuGnWPbNcyOTqi7HXbXjncrbUA0SK3ogqQfak5z\nMzakasvONSR6wu0yxznH0I/+fCnESGUKkpuu56Jp30O8JVqRSEMIAolEMTb7rPfj+DKROGepr57z\nfHBsPv95/OYSvV9x8fht0uC5fNwTEJze+wBZmbNb10ipebFzvHZvghIDiTY83+543ggmmcBnZmQV\nyoCo9xTTfHQJFgUQyZWi2TeoNGemoSgyMmEo5wX71iKzUdI8KWYM+wY/ePZtx26zxrY9te8wQnNc\n5dy/e4rAsF6d80f/+J/ktZfvkOUFKs/wvSXsb/gz3/9v8/knF5SLBRkaLw2+7wjCUEmJGwT5xGDD\naFgTIZJISdAjzPaXf+XX+Zmf/VmydIpKxlSsVBqW8xOicKRZwsWLZ9y7dQ9z4ujbPSF6JkVKkS7R\nacbktRlXm+ekcsYrL7+P66sbcpPgdMPF8y2uh6vLG5QWpKlhNptRr99i3yt85yjEGLw7eDESqW3P\nJC/GUnzomc6OWe82zOdTJtWczrXIrCILfhS0IcmVZS9KvOtQOmBXe8z64yQvfzdDlKRBMcSWsL2C\nxfsI7QZSQykynHZjJYrDc5DkvxtkJBRISb+/gcX7WVRTxMmDMYrQaO4tC7bDnrKYj1acOHpuEg1a\nOlQQ9GL09wgBUkta6ZCzW5AdYMLRo/4prvT/X4uCEOI/Bhzwtw6nngMvxRivhRAfAX5aCPG1Mcbt\nP/7YL899eO3hvbjb7ZnMp5TVHG8t1nV0safwlnp9iQujDRltGNo1jQWjDEPfsQmeeTklr46YGmiE\nGhuK1tMOgTRbsEYjdjuadk/XDqhyhosKJQM6jnLnnY0UWmGjoLORzlp2OBI9orsEEm0iuVa8uF6z\n2a54683P87l1y73mkom9JvOCz3z+c9yvBPLk/Wi7Z7fcUGqN61pkWtK3O0xSYdIpSnj+9o/9NIuq\nwLlAtAPWO4w2VJMJ0keckRgkddPiupo0S9nZhpmQ7Pd7dt3A1Wb00yfLFPItIwAAIABJREFUI56t\nNgxGghsXHSEUKskxSjMxY8jp6dGM1X6NFPDv/MAPcOv0mJjmdPsdsd4Rg+Xjv/RLnA+ObFLgYiAq\nTZ6NcmURI72ziFziw0i8wg9EJRFaI7wlKRKawfLK3Veom4697ThZLsA29NKTRUVV5JzO51w+f0I+\nS0lMiUlLkjyh3vYE16NNSpLNqFc7pvMl7VDTDZY8TUZAbYyoTBDaAdvWRDvQOc+yLHhSN1RylLDI\nLCKNQSo1+lrcyOFY9zUy0WP/ZBa4c/s+k+joifgIMlgSaRC25+LqBcHumB7dwsyPcG3DJJ+QGYER\nhk02GyXyvscIhfYtwQ1jVoPJENoTrWMIgSRRFCZDS0W/qCBJkUmKd57Ogw4DLpmTCXDdDl1Nx4b3\nwekfEAxCIg6kaYEjNDXBpASZoJwhUREL+OGfQ6UghPg3GBuQf+CQEkWMsQf6w79/XQjxReB14B/9\nfz1XJJBWKbMyoeu31JstPkbyNGUQlkBL7AZsTLGDpMwNU53Su540TZmqyPnVJRPXIhIIIqO3A6nS\nTKsz1s6yWu/p1xcQPSpfMPQ9aMXm6hqJIJnMKQwI3449hugQLsVrReclaRhTm9pecTHUXD95TOla\nnjeW7FBGp17jrCMzOdM88sUvfhLT17SLhwybBtGtODl7SBpB9oFud01QAz/3f32CSVGChNZbsjxH\nxsi0mtG2Nce6xPcDaWXoXEuz2zNQ05UZUoIuUsosR2hFmSZcd2vcACrRDN0IiW2HHblJSfOExWLG\na2+8wR/5I38AFSRZkRJEgYoerR37/TX/x0//Xf7yT3x0NBkFT5oYFNA2PbOyIBiDcGAj3KxXFJMK\nodTouxCg0YcmJOybmqTKONE5eSJwIqPvAsenx9w+OqLd7NBFRfSK6AdUljK0A9EoPIqb9Z5sOsNU\nmjZ03Dp9GaLlev2cF1crjk8XzKZTbupzruuO295ig6COYOsaeXyGUBrjcgKezKhDQzQhL8vx/Ubh\nhSMD3v81H8FozZGwjDEtksvrG4yC1+6cQXIXTcvmyYKjZcVq3zLUPYtpTnnnHkoOiGmFHWq0OqEN\nNTqfcr19zuO3Psuz51/i0bNf55WXPsit0wec3H0/cvOY7WpPYTwy7PHJKaLdk9+9N4bApAkyeAr0\naF+3jqAEOjja4Gk6RRc7zoYrdHmKjANaCoKIqCDfs1N/Jcc/06IghPhDwL8P/P4YY/Nl50+Amxij\nF0K8whgG89Zv93zBeXCWbl8z+IZ9OxDsgIwFJtM8ffqErt8zKU9JJxN6Gxi6Kzpnx/2hG0hUys2V\nZTErmcxOgB4pI12/IbJhpls2YTNGgokJKoUuSMLBotp2e6z3h+QiP4Z1SEeaFxwXGbkUhGEAU7K/\nvqRbXRGkYD6ZIHzg3nxK2gmGOjIkCc2+4fbpgrW7TfviEXs08yIjSycE06HTgIktn3tnxcl8ipKa\numsxUaDTjGa7xrpA7yyISNO0oDUIRT6ZYvuB3o5ScKMiu/WOIBWPfMTogNYJ1veYKOiERvcd3/dD\nP8D3fs93jyGtqRnFYgzoMDDsn9G2a372f/67/Nkf/uu8/sFXGZoWaSRyiLjWElOBipLoofUdqZ4g\nhafKUkSAPgoMerSWZxJlx/JV54YKyda2TIo5izxnGxteOl2y2TW88vAe3nueXV5QzY9IhCKRkb61\nPHnxhCQvyCcTcpMThELnHru3dMPIwSjShCpN4fSIzdtvkyU5qRZcbS5ZnixZ77YUOiEoMBi0jihp\nSHI9wlzSHClgmpSYaskkMYjQ45F4H7m6fsp8ueDF+QWzuaIyBd32gixJMUpy73Q6BtUMa9rVJRs/\ncHQ0Y24CTRDcmhZ84VMfw/ctl48+ga0vWSYJof8SV0/eYvPsV/ia2/d49vTXuD+dYyZLLm3Og0Jx\nzsBL91/hKAGI9L4FlaADeCWJ3tELwRZLEAmZzcnsjmw6wWrQSh+8RV95GsxXMpL8O8B3AsdCiCfA\nf8Y4bUiBnz/go98dPf4LwI8IIUYQIvxQjPEfT6z+fy4KBNrdlr5TKBVHPYGM6GhptiumSUDZyGZ7\nxVRFqukMJwztvsHEmlmZ4zLDMp9STuZIFdj3AyaCShXGR9btC6JtDtHmA4k5Y5KW+PqSWZ6DmbGP\nnqGrsd6NQmYlkV2HtR3ORHQ5IbEbjkvHg/s5rXW4qzXPNnt6M8a+mdwgcs1+3ZDoknlWsm4aFifH\nTNMpUQkmMsWYnK69Ydhv+Y5v/RAf/dinMUJgEzM6KYVk6Fv8MKLDhNJY54AxBSjGETm22+1IVUJS\nlQgpyfMSH3pcVJwmY9CM1po/+Sf+GN/5Xd9OYhRS5wRXg18jhpbd5WMef/pz/IX//id488mWBx98\nFecCeVkhRSBF45XARknUgcZ3qACSntWuo5hkNLs9WZkRO4EQByRepsmBeVVw07SU1YLtMIyd91Sz\n37bcvntC1BolM+6d3cXkFeuba7KsQAjFS3fv4YLk5sU1D15+QMSM1YtzHM9KlDjG6JzgBJPJhOli\nTm8HMpOx3jWU85xOQJEkWAezsmDftSgl8TiUNwdKl2dT9yxfeh8v9vvRJBUDuXBEFfnC28+xxQzf\nC9oAuXPIdMbQ7/Ahw1pLv3lK10f+t1/+KV6/d597J0fYZ9dU9z/MyZ1bPL14wW988jPkhUPpgXZf\noJXg+I6ii571dsVxYtj3NVbPaEPJ+fbj5ImjvPU6UgpyqQgujE5hIkJFYiVZesm2a7kcLjm98yqZ\nKel6B9JTKYX/pzBE/bOGwfz1/5ef/UngJ7/iVz8caWoQbseu6andQGTcKy5OTnCD5fxmz6ZtidFz\ncfOUeOcOV7sN7b5FRdi1ExJTIE4EmxfPWJydERVc1WvOlsfsm563nzxllmVkStI2W2b5Dt0knJ1q\n2nZFffkm5zc73nz8mEVVcP9kQRMdqcxQyrAWA+ebG2QHi7SiTCXbpqff9yy05NbxLeqhY7feM3ER\nXUGW7pnM4PYykE4bHj2/JNSnrPvA6/crmpvnPL/4JT5wC55NDJ/bNqR5Sqo0m75DaY0nMoSewQ7k\nSUrbe4rM0PWRsizRwTPEnjZAEmC32yC0INOae7fv04ca6RN++e//Iv/go/8nVVVxsVoRfc8kzamq\nihDg0bOnvH1uicrRN55bx0c0gx0VoTGyW29GnFuW0PaePM+43G0oTDZqIqRmvxtYlNmoWRAS4wNO\nJ+xbx+nihCgtsTEoIXl2s+Ls5Iir1R61WqF1QlqU+NUKZVKs9ygluN6uuX12C0lJ7z22r1FSo5IU\nbz2LyYy2q/nSk2fcv3XK2e07ZFlBXjXc5gRnO6bVKV27IqqEwQVmeU5MM5p6wyAF9yfHtM2eySRF\nZ4oXq0e4UNJ7WCrHZSzohcbVPXHYM/jnqPIdfv7nf41lkYEbw3KzxPCpR9dMU/DFJW9tn1E2jvPd\nNatNy7Pmiq9944jdasfWFaOfQkbu3H6JvmnZdg1WC0qp+Mw7v4U5ucP92YJ/9A9+lC/d+RBmcptk\n8QpBJghp0NtnTG7dJ0qPChLV3KDSlDefPid0Dp1myKykdaCF+Yqvx68KRSMRvBaELoBUHC1nzPPp\nSO8tKt73vvcThSY6h2u3rLcrVDBUqSIGi9Ya6x1dW1Plhn7Y86VnL3hydcMbDwYWZUoSHH3X0PnA\nIs3ZbfbMlkckjBBWV2jKwfDBV0/JtKbra/q9Z15lKOVIXODeZMHTfsOtowlvPXnM06sNz2rL6XLJ\n71su2NYN55dbZsohAeUj25stDkGpDVnhWT/5FOW9D6Kl58X1cwoCzaD4/d/2fr7wU7+GlBp14PYH\n7ymMwQ8WLcGGiJICay0iCobBshs6sihJ8tF+a5zGdi2LsyXXNyuCGGht4OZGIozgFicEW3M8WSKz\nDKMMIVe4EDFZxNuKPNPsbEsW5CGHAnSa0Q4DGEUmEtrBs0gKOiFptw1Rjoh9ay2VTnAKcpVwM1jO\nblf0XYt1DlMkTMoSdf7ikIgVefjyfZ6eP0fGQCciR9VknHBow+nihG5oSfOS4PwIKJWBobYkaIQO\nJGnO2bFBpxrR9cRyIE1Ttps9OskZYk2UguWiRAuNNJpUKixjerbwDisER5OKoyyCLLnsNNq3+NmU\n2wqcTbhqB07Uiq3tkUxJsiVfuHzG8TSh1AW7YHn9/S8zU4In5++QZ/DK6UNuup437SNS6enshpPT\nimTwDE1L7AX19SVN70hNwqZrODpaHqA5KZ9+9pR14+jEZ5l3OxZI8uoYk07QXcNutyEtcuLgsdst\nmR4IqqDe7xgaTSYSrBIE/bsM3CqVIJvlkEsqB5PFgkRpCpUeAj0CJg7s3QDCstru+PZv+AaEEOz2\nG4QyDAT6eo+SgXKS8/4HL/Hq7TOOpifsg+XEBpLgGbyjLCakMaK7jgFBNJFFlTIvDccnbxCcwNZr\nOmfJRcbgHYk2tHpH+SRlUc3pn5wznS84uzfj7vQYY1IyE/jgBx4iZKQymq7usMJiO88km3L3VkmW\nSn785/5Xfu83/xAieu4/eIXrRy9QacK3fuiE33hzxb7zlHKkCekiG6PoGUU3behQKiH47oD0llgV\nMQRynSKMYLasKKY5iU6RwlN0nrxKcPVA33kSldPbAZMo1naAQbNer6m7iHctg5UsJhN2Q485uD4L\nIQla4AJ47SEoinS0NzsCbTf2N8IQ6XJPGiTrYWCSJLSNZd9uyU3GsNljZnPy2YwsSUFG3KCoiiOi\n7ZgmOXXfUVY5wQVUonB9RoyCMtXUfaAbAiiJSsbRnu09g285SabUfs++6+nqjllW0bgtUi6YzqcE\nocAIUq1Y73aU0wnW9vS+Y5mXVAZKv+WVecFGXvOFx2/yYlNyNpsyQfP4rU+h7t3HiIGnT3YsvMMl\nKamY4lPJS4sZfsgxDEySkmmesN5YPvfiBS/WNSpInO/4gr/g9OSIQiR4obhxjtfzJZ96dE1WtFzV\nW14/u0cUJR9anPGr73wCHQUJgebqTbr1F1iYKbQ9TvfM0wckWUncS9LlA0xomeQFzmnefvYO7c1z\nnl48+Yqvx6+KRSHRhg9/4OsZhoHe7TFpym6zwXU100mJloKIYlHNud7e8DWvvUpSJPTNjsVszqat\nuT2dEeYF5WRKIGBtIJeGXkvyrqdKDUmiEe3AZrvH2ZqBwNFsjtcJ7dAyJA7tHDFY0CnL6TF2u0PP\nKwYCpZxx9r5bXJ4/5zs++H6CivQx5d7pHaTriDIyMxO2wzXVZEJZjO64ngGrHEJEtvWGb3ujYPXZ\nj6LEwO6yYTLLmB8t+bN/+rv5U//e38DkMMh0vHBDOtpID5Fj2pgxKStGgh0NLzYK5GBpghozHz2s\ntzV54vDej2V/63ChRznJJDc0bUc9dJRlyXwx5+mjC6oyR3SSXkb2u5o0SSCMXo/GBHSUOCD60S49\neIe1llwpBhVIkpS2rYn7lk4LMpMxLw1tt+OlW7e42TTcuX+X8/Pn9EPPrt2QJBkvLp8xKSuCGjHp\nUki896yvrnDzo3Hx8AFlDDpGcjWCbVKTECLErkNmBS+2G4hjNSO04Ga/5e7RAqsMLngILX0XSRZH\nHB8fI2Pgum9x1lNzw+rpns4uSU1HohU6hXxzydXjdzAnZ7x6d86j51/i3r0pv/TJ3+T91X063zK0\nNb6JvPH6R/jcp76Acp7pvOS4LNite8oy56wrMWkCrmI/WD708D7Owmq9I+0j7+yec+toxsvHd3nf\ny7d4vLqmbASXm0tEDGy2N1yutsyLintnx1xf3BAyy/6td8j9I45PH3L/zhEm77ner6idHfkkas8v\n3zyh2f+2rb33jq+KRcH7wHp9gzaji/H68hLbDxgk11c3KKXoug7vI0IbFsslddMTvWKxyCgnGQQ1\nRnPVDTYN5CpHKkF7teZquybJFd1+zIt0ciCtMrqbDet8h44pwXtmeoIWkd4L9vUKEyNlkdEHR/QB\noQxSGU6OTvEysN215CiG9gY/RKQGQUdqCiZ5xtW+w0VH5y0+dPRlhjGGfDljvbui2zqCYIxaE2CH\ngW//+hP+3ieeM0/HLYgWEqIkyxKwHiVHaWyRpfjoGKIg1xJhcnJlyPOE2nZUKqWYlCNHkJEoFXRC\nkSmESTk5PiY3isvVBu1BSkleFDSAiR6tNcJ7nFRIPAZJH8G4iNWBMs2pmw6EwsmRJBRsJKApUoP3\nnn3Tc3Ks0THyxcfPKRJF3RbkSUZX9/TBcaucM5nmpEojpaS2Dpwlz1PuPbhH2w/Um2uyYspETsfI\nNvyoSvWeZ0/f5mh+gvAe3+6ZTmcUZqQx1/t2NLh1jiQFk2fgDixDOxDTnCwrQCm6YUvE8+zZFecX\nV5R6RAQKDKfzI/ZNzdmtOZtHO+6SIQaHSsYE80Ac3bC942RxQmgalkVFpUsu/DscLQqGeERnGyZ5\nyv3ZhGAFL6439D7w8OUjzs/X3Dk6YTqtxoaxTrjc3RCGHhWSkS/qLO978DJFkhLWT7ne7Vm5HTfL\nCamQNM1zTk7vc/H8iidXV9yaHUPSk4SA8L/LegoxBtpmy4ury5HAO0SSJMGoZLwoUsmt09sArLc7\ngvckYgSZ1l2PbQZaX1NlJWmZ0dWOPPH02uOVZTatiE2Px7FrW5IsJ0pYni1pBku73uOJbLdbkiyj\nKjOW0xM2mxU3mzX7oSORkt2+R4eAby1JOcNkmuhHdsAiKcgWU5r9mu16Q7tt2K1XzOYF7c4yZD1X\nQ40qNbbrefroBYukJJ2VnF9d8JK5x0bu+eN/+PeQq1/hN966IR5Cb6WI6KhooyXRKb7rGRKJGFqK\nLKdv92A9mA4tJ2g8nduzvmwp0oo0TdnsalShmJYF+WxCdIp136AEuCh4dnXO18ynaDViQ/uuxuQl\nqR3zNGsCEY2TCk1ABHXwPrgRPiIT8kzSblrq2hHUCAIZ4bIZmVZMJ8dUZsLKrtBpQhoSdsMO0UaG\nLCVTiuAczgWG2o8hOknCZHaCzjRD046/nx8/tjIdPQ1CC1zbkRcpCR6jBdcvLkhSw83umirJiCHB\n94EsNSRKMkTPQidYo9GxJ/aBspyQKE9Zaaqsxe4SRKJpt3ucguAk95YLdJR849d/HZ9/8xHLoynN\neoPWhuVkwVuffYe8yGBwbNSaxgdsfcO80mixZDYpOd9ucE1P01qC9yyqDHF6xqbp0HVLMy2pbUTl\nKXqSUcmE9ePnHJ8ssK7ls48/z0uzMy72ikl6zPZy4PLpmzw8vctvvnlJKgM6SXl2fsE7Ly653jhm\n1e8yRmPX9bzzzhWpDgQXDyaRHikik2mJQPHs6gaDIupIbDt8UAy+H5GVgxu5e8cKk+WIzvLoasV0\nVmFMTustDofKMhaTCqxnNpuwWa8IvkMA6xd7ZscLBg9NH1jvXrDMKy4vr3HBEzCs6z3zLOFiu2WO\nYBpKtt3A5GiBF4LN+SVJqgFJbHquby6ZZg/AD2Sk7FxPuvOkJuNouqDfWgphSPMUoQTrFxsm5YR/\n6bu+lV/82E8SfcCJ8Y5osQQEduipihzvPf4QbJMkCcELpIVOOGRvSU3BZrvFlYLts3OSNCP1KTvd\nsd08oZiknM5nIHOkCHjf8vTygjt3jon7AZ8VZIlmsB6tJaoRhGiRicJ6xSAsuVG0g0AHQZCKm31D\nKhQ+hd5ZlBdsVivSO7dJ0Dg38KWbp9w5O8MNliQz5CrFBU+hNUNvAUhNQusaMl0gRBwj1jyUyyVZ\nnnL+5BlKR1IMu9UNVZ7RNB23759ikDg3oNL8/6buTWKu29L7rt/qdr9P9zbf/Zq6t+6tulUu27HL\nkRMQJAOaYMgkIkJKBswimAADmGWAhIQiISTEDCSQImaJGDKASAwsBUVxkorltspl1+2/7m1Of3a3\nWgb7M1h0vrYAVbZ0Jvvdp9mv1rP2Ws/zf/6/uSVazCQrZx1F3nA4nlhphZSar169Yt0Y/twvfMSh\n20E3IQsYgqcxFQ9dN48x51jrgv3DAaMli/oaaSzhheU0TVx/8BGrsqDaLPmFX/p5xMWx3W4ZneXD\nF8/orccm+64ha8RUGXkGq9UVEU+7WPLJ559yGidKmbN7dT97gQ4OrxSbxZJxM8yW82dLnleMKpA0\nVFrMeRgEb3YnVJHx/uqazg1sR89f/M73+I2XL7F/AhjMT8WkMKPYHaZuOB23rBY1joQICTvOT+IY\nI50dUELQtjWj6/Hes1iuGMSF1Fm+ePWabrIs6oapn7ifAk+vMrYvX6IWFcvCIJRm8o773Zl+t8Mr\nBQGaouZ4uNBHx6IuMEZwTopMZbhwYSozmljzeNwilKDrLXhNUWeIxMwwTBl3b17P2WBVkKmSr169\n5dnHH87AQJfwUSLSNENrdGKyHlVmTExcrzcomTEy8m/9pZ/l7/y93yB6S1VVTNazauZ2Yrs/oTKJ\nymsGb9HM6kUhIccgK8NqaUj+PYySrFezuOZ2c0PScYaDKEmuMzqRyIwmyZw0TfjeMwRoq4yQEl4l\nkhNkucR7QwySOg8QFFYmosoI3kIIKJHwwswczjTNDPGU2G0fWLUrdObIqwrjEyEkirLB4pDWkEuN\nKDQmLzidDtRVi7ezQCtLOTFYokj0fc/t+y948+oV03hic/uEfhqZ/IDGzJPWZbZb60YHwRM70GXG\nuTsRpWJ0nlwpbm4y/uU///MEArVZ8Pnu91lvXtDKhPUDeWVQFpaLipsn1zxsdxQ6Iy9zxmDZ3K64\nQvH02ftIkSizEsuW5fsviHmg7zvKvGG7f8X1k+WMJkweNfbkQlMVDVXVsGpKFstqJmPlgsxo3Hkk\nCIijxWaazVVLgSTmhlHVvLi9RfYlq6phOI1k2uNVzU2T83a6UIiCDzZLDranbc3/trr6OsdPxaSA\nEOQ6R4fAqmlZr1f4CHbwDN6Sv0PN+24gisSDtRihGcPA29OJPDcE58B67u7u2bs7ymJJlsOPPv8E\nKyE7nFk9eY/h0nF4s+Ptec/VeoM9DuQmm2ElYaQfHCEZbtqWlOX08cKT915wOZ25jGeWxYKIRjqH\nKWZCEH1H7ybG7oJQgJKcL0c2VYWPgjhecE4z+JG80KiyZXlV8PqLr/CXyJOn12S6pSkLunHERcs/\n/8vf5d//T/8n/sK/8AFCGK4WDX6wqFyhmpL1omJ/GkgpcbQjC5mQOscKT20yhhGiH5hGO6PM0+xh\n8PSDD2iahuHxjtfTgCanbZdsdweqp3OJMfoRrTKEUGirSRomZ2fYrwx4n6HyDCMTMgQGLRiniM4z\n0jgRRSTqAulnGIkbHdWTAms9z5+13G33vHjyBJ8Cy2LB8bjDxcDlciGdDlxdXXG1WnO87BkHjylz\nlM84DR03ixW5h0Ia+jCQrKd3A2M38nDa8t5qw6k7ILOMEC2tLvDZbMnmtGdT13jveXX3iv/ob/xr\nmExQ5Cv+6T/4MU/ff8KYOi6PJ758uyNXgaa9pqpLDnd7qjzn9qbi8bhnPHb0USJl4ge/+9u0sqBP\nPeu8IG9r8Jqr5S3Pnt9y/f4N49jTpx4fE61cUKDmLmCdMGXFixfXbB8nrA/0WJbLmsvxxNOP3mOx\naNBZzpvPXyJzTb6quVpc8SxPKCs4TSeCF7Nng07Euz2+s6QwUeYV5rzDl/+M5RRIELxFxBIhBN47\n+n7Cu4h0CakEk7N4kSjzDGly4nlCR02WOaLzdNsLdZNR6Radexye83iZWXouEPKSV5+/JNqI85aC\nlm4/cftkw9CfGYIhy1sgoFUkhIkQBZXOeP32AakVMcIUoBCOsshQQvHy1RuuvvUhMQaikKiypKwM\n+/s9NnqqxZJpDPT9mUxphuA5n4+MNrEuajJjmC4j69UV24dHHl6+pWxy1h/e8qx1JHKcG+liYJwS\nlRCM40iXZaAFDJ62yGEMdOOF0kg6nbFsDAZFliusCBgvSLnm2A1E7+h94npVU2WGyY2zE5DJaZTk\nWGZ4J/BmNmqZokCqihAcuZSQK2RMJK0IQVDLhDAJLRVjkjBaYhwJQuBCIATPOFrKJufl2zvWVcN2\nf+B7T79NtJ4hOsaxxwZoswofEnac8INjtVjiQqLzPXWQVEWJd4EpWJqi4NXd50QE733jKUVKXMYR\nKSMyCGpTzyXU6Fgub3jYbRlHy+G45Vf+4s9jB+h2HT/+3V+j2rSc3MjV1Q39KVI1AwnYjifuX3c0\nJmdpC+7zkWGM/OoPfsT3nz7D5BkhjHwhLtw0OaXQuCFQrErO04WX92/RtaHOVzShYjAGmRzn8wkQ\n6GAISiJFwc11SWkyDvePEAI6z1hfbdC5xMpEVhdzfujxxPntjp/5/scUTY0sMt7cv2J1+wQ6z2Qu\ndDgeXt/z4uOPePbeU+Jov3Y4/lRMClIqqmwWIikhmIYJbydSCISQcMeRiwtkhSGGSOy2bIoaqUv2\nU+ByOFM380DOTKC/DEwpMFrPlBIma5FxQKuCsiiYjo5QaRo5I89FEkjtkVZAsnT93PfgOs8Hz275\n6jdecdsssEqyqUuGcXYe9jKx3rQYY5AuIKNiso6LG9FGEALkRY3rL3SDJVaR0hjyvEEXoFEUpQRh\n+eKTT+E8QQz0feT8xZ4/94sfchKJoDValhTKU2SGGEpEtGRRMGYZMQQsgUVV0ndnrhYtwQU269nW\nbmMMo3OY3NBkhhAt67bBqAwlc/ox8PwbTxHeM0pD02ToGDBozqMjVxonHJF52xH8SF0viNFT1Bn2\nMvMc3ORnMrjwJDHfP95DmO3xfTcRc0lbL9hfdvze7/yYZ9/8BrdtQ9dbvEucY0IpzUEfqduah/0O\nJTQiBazx9MOIyTQECzIihWHVFjRZRVACk4EdMqKdsD5S5gatNKdDh7QT22PHRx+vWRWaH//ubzK4\nRLOpqPIMmwqOjzvWV9f88NPPKITCiYmiWjAaSR4Di9Ty6vE1f+Z7H1J2gc6NiKLgWZmTjx69NNw9\nPlDmgkkG1psneCamFFi2VzzevUTIQFksuGqXjN4RRc9qecP2cGR7aq6EAAAgAElEQVR/v8NOUJjI\nR9/+Jm7s2KyecZguZAGqOqOqr3nz+Vcc7vbIRvHlq59go8CkHSE4CiMpblsWzxa0V2tccuzfvvn6\n8fj/WaT/iY6EMeadOaYmesc4DSzrFpEiIQTaqgQX6E8nlps1SWl6P856hhRpKMiU5H63Y0oB6+NM\n6i0kWTmXqKq8gAlULjAqYaPHDj1JSPJME+JEPw44PzG6mSz1+598ilKG0XuWyxYhNXWuEVogtKQs\nC7x1eJVxdiO6LMhzgywyFsv17LqkM7SckXdGaULyjIOdHaZipD92M6ehLHEpEoNDT4k//0vfIosR\nNyb66ULC008DZVmSlIYsR8SE9Y5FUaEyRVU2rKuKetkQnEd4z2G44JJFStifjwxDYGctQTimONGd\njjTNkqKq6C4n3r95hlaGbrKYusQrhfceqcAJQa4qhFaUeUUKnmQUIkiM0ojkMWik1iiZ8MzNOE01\n94rkJuOzt6/o+5HReSop6W2gXS7YLBasb65pFwX9eSIm9S6x12DqEuccbx9fMfUTmgyjcxyz56L1\njlN3YTh2XIaRyziQ5YIuTITRMtgj5/OZ3XnPN1+s2e4f+ez1F5z3j7x6ecebtwfu3+759M2WV48X\nmvoaJwrqYomSGmPm52c/zhWsRVYwxogxBmUkSkdkrahkTd/3pLLgGGdU3fky0Pc9gxsxSpOiwPrI\nw/nCsRvIygUITV3X5EqzfvaE3JREBHlREWOkyhvW12v2uyN2Sjz/5guul1cs1yukEmyqimG0DGFC\nlQZRKNbrNauioMDw3vXTrx2NPxUrhRQTzjlc9EgtGZ0lxsgULEIIjASdHOfuwtX1CuFn1JoUibat\nubyrNBwvO5Iz1MsVws3bD50Z8rJE4amNgVbRHyfG6UKhc7J2iUgwjJYqK2YdQ4SiLqkWLccpEhZw\nmgZWKWL7gVwrziGQJUNb1e8sxw1lUTOeJqyK1NWKQvdcnMVoy6pZYN3A4Pzs5x8iuq4oFkvk5BlH\nR71q8OeeS5hofc0/+qef4kWOklDoCs/s1utwVJmhSzOYZKEKjkOHuESUgFfSc7W+RuaawTsMhhgh\nhERd1GR1MXdPjp6yyPji5SsyCXnbsMo199t7jFK0ZUE3DsgU0UKTfEKaSNlmGClBGkoEIlpCBoOf\nyLTBIzBDoDQKN8Hq5mYu2y4XSAxNCd57lFJ89fDI9XozcxeLgJKO02lCI5m6E1ebJwAYCo5dx/X6\narZizzImNxGimrF45zOlMZy6CxqQShGEwvYjZlFQ+MRHHz/nez/zhC/vH9g9fsZVecPgLeu6ZHfY\noyqNEobpsiUZRa5rkhzpgY91RR8m7k8HClXih/mey7LEG4nrJ56//4z7148MSbPdHViuaz795HOm\naKmaipf3B/JCslmuGC8d5z4wTROljrx9uyX2RwwVksAw9bz68iuu2iU+WMpqwe5hhx0c/d0r8uuW\n/eUR8+Ia38PB91wmT7ls+ez+c6pmwfpq4q3comzi9d3rrx2PPxUrBSESfhwpXMJNE2lykASny4Ad\nR5RR+BCRuWSU8Hi6Z8LP8l8b+c4v/Cw/enzFw+dfkWRGrhsEhiLLqJcLgr/Qnc6z69J4RhF40lyz\nahrwjrbKyJVGM7sGtXlOrWd4Rgxw1TR871vfol232BTIyobkAobIfrunGxzLSlNIS4w9qs3IYkKK\nnDR0LPMF3lrKZYvKy9lqTkTqxiBEQmvN5TgQUiSqSJPXZCLyDz/ZzrBQwZwvqLIZOZ5mY5PcwzhN\njMlRFAVJCHRmWOQVY9dzvAzkpiQTgc1VS/CRwXYM5wtHN4GPBBJvvrojJEGZ5cR3IiYnNULMkuBa\na6wEGyxGKpTOcElhMoFJYrYbF2mGr4pZyJOUwsqc6xff4Pk3vkmmJbrMET7gzWxRH4aebugoC8Pr\nu1dcdgf644gyOXnZsNmseLLaUNSSMs/YvnzN6XTA+olJCXrvWTaGcZooi4JSKaT3DJeOEAI6WtaL\nEi3g4iY+/OaSTz7/inDa8d3r75BEpOvOuKTQdTbLq41mOne44wE/TvguUAbBqAU31yULU/Nis2Ka\nHFdFy6vTGY49sqkIIxzxnJODlFNow8PhEefhMkQmJoZR8frtlq8ej3gx08R/7/d+j7fbA3EQHM4X\n9tsD296S65xxsLz+/C2vP/uS1/sL/XHi3F1oyZFlQu06tK+IU8INI36yXF+9h5GG067jfBrwJpGJ\n/GvH40/FpDAfM+J7FAHvPcPwLkhyhakr0AZtMuwwIIUBF7Ex8OKD97nb71itW55++BG4M6fDDiE1\nJmvQKjE5j0qKJBTdMJvCHvcnxr5nGCamaWLyE0FGznZgd9rhrUMLzRAn6iQI48DhcKDNM07DmVRl\nkBliCkQZOR7PTNPEvuvIyZDM92GtZxodeZMTM4POM6KcASD744BUib6f0KVBJsX17S1llvOrv/7b\nfPB0yXK5RCmFyXOc8yzWC1Qe0QaCZE5eOgsxoY0kRc/d6UjfX7icD+x2DxxGy9uXbxn6njqv6b0l\n8x5LxIjEfjwTXYIAWdJcTh1NkRPeIcoskcIHsrJC6owMTVXOuLMoDVpKhJJMcqZGaaFRGrwE11tk\nkRGZJxcvEnVWsagX80pDl+zPHVrkKJFRNTUhJLRJ9L3l9fYBwgxk/f4v/QLr1YJXX71mWTUURhNT\njhTgph4bLSovKFYtdVMyecE4WKbJ8fyDit2bOx6PD7hJsj2fuQwjZZaTNzm9dWw2G2wIlE1N0ZbU\nZY3IJHaKMHjKLKePHa8uJ26u1mgpKY1G5IbaQvPeis6NhKHjbveWw/mAkbNLto0JvGayPefLyGgH\nPJZh6gnMDUuTEFzGic8+f4OsS4LzbE+PKFmSmRqvE4duj9Ka7dDjncJHyfp2zePuiMoLhDazga82\ntFlLkTTu6CH7Z4wQFUlQ54TJoqLkNE0MybPQAqUMb9++RQjFMi8YU8KEQFYaGqn46ovPUFlFyD0h\nJqYk2BSCiz+TfM/jrievKzye/eMdfnKIskaVs/Q3kxllUROTwE0eawcyrRnHnuPOc5NnDKcdiJrh\nPNJuVugQMaNjwGOaJcp5vCxYrd+b21SJDHagXdTkpSbhWCwq9ueRySe2l46FmrdFdgoIXTDGkeQ8\nx+FMlQr+s7/7D/ju+09QhcLtZg8CleeoFGmbDRDZ7t/gXCCXihgTGkOZK/LKUJbFXKb16d1SOEcQ\nOJ96qjYHocmFIM9LXr+94/1nLygLjRtHTF7gfKQqNGfrCR6k1qRhQMZAnhtqpTi5Eak8QUSSiEip\nESRislSyQOAJSVIWNcP2Abm4om1rVIr0U4esSnbHHWVTsKlKBInhfEFqzd3dDmNyqjzjzRcjy/UN\nuikpcsXP/tx38WHETh6RaR63O1Su8VM/S8xzjZs0WaYYR8t3fmbJbtxytfqQ/eVEf7nQ5iW3mwWt\n0vz41Zar5YqKkU5JLjZR5wXOe7JCM8qOKB1eJOxgCdYik+P1w1uMkizLBV0aGMYTSc8UL4PmdO4p\n24ztMFCVOS7CMI7zCtcriiIifSSgOT48IJoalwdWRwdJ02WepTXshhOF1JAk3/7gW5iUeDNeEKWk\nP/XshxNiU9NuWtzJogrFOI1kpkD6QJ9Fyq9vp/DHrxSEEH9bCHEvhPidP3LuPxFCvBJC/Ma711/+\nI3/7m0KInwghfiyE+JWv9SsEZGpmIZmimFFsRC5pwBHJq4KiMYyuB2v5xne+y7A78/L1Kw5DxxQG\n+rNl8hak5Mv7HedLz+gswkj82BPfDe7z5AnSY6Lgct7j0oSWiuQdzk1IaeiGEY8gBUelM3Zjh8wN\ng4ycTicMlmEacaeOaD1KF3Rjxxg9SsPlcsEJwevLHpnlXHrLaCf2hzOn/kKhEoVWFFIy6bkcm0dF\nyiVlmfO7f/CKj795S64Nh+MJU2aUVUNktj9LwlFLw6osESiinAEgSkuESBwuZ3CR66sb3nv6FCMy\nLtNAUgqzKCjLElMYrp7cMPYDV1drlJF0o6dYNiQNITiEqRASsnxOphml0VVNN4zs7YUpRHyYexF4\nBxsRYnbXGaInvjMYff36nizLGP0cWKapqMoVtu8oyprj7oSPkfXmmkwmRKHQecP2cKRarLl9+g1U\nmbPfb7kcO/pLhx0cbugxAuoqZ7r0VCnHWst5CvRx4DKM/OW/8F1yBUuZk3xAJ8V7mw39OOElvLV+\n7nHJBFPKGIdISB5MQVaVpBDRSXE4HOi7A0IpfNAsmgrZlrx4/pSgFOura05vtwyXDikMoq0wecmr\nw4VKJU7HC5ftAT1asrLAiYm3hzt++PoLnt0s0JuWNltSTpL65orTdGGpMvruSFmWjCGhUEQCoizI\nXaA/OybbcXzomKaBt59/RkoBdzqzlBV26jjaC2oa6cPXL0l+ne3Dfwf86/8X5//LlNL3373+x3lA\niJ8F/jrwc+/e818JIf540XWCbuhxSVJEZv16SoQIlkimDKWUCJOxaWvC/sAoPMurNW2Z0yxaMJA0\nNEVOU+nZ3VZKVmWLC57O95g8IysVl9MeH0GqHFRiCo7JTahMsDAZ66xC6IANluNuSx4F4/ZICIFF\nWXEZRkIcGZydg0fOUmBNpN60IAWiEGgpGceRrFT0l46qzFgv5i3NYZwoVY52Cj9ODEwIGdEk/vFP\nPie5gCNgrafKSgCitagwkCGRWmH9zA8QQmCHEWc90+RYFg0qUwzDkXHqyCU8Wa9QAoQfKYykrXL+\n0LZPIvDjXHk5Hc4oCvq+p9ACnSR2FHjfIyKkyVJX2WyZ9q6JSXiJt47g/Gytxzw5qAiTGzmeD4zB\n0WYFVZNTCAWFwTEzLFRmOA8Dg504T579wyPJwovnT9g/PDK6kcPjHSoJBjdhXU9/OZGERMrZvLbK\ncqyaG8hsdOgg0HFk1ZRIo1kqzTB2tHlOXuWY2mABaQrIS66uNkhdUJmSZ4sNy2xegkshKPVMwYaC\noii42TSMIlKaCtsPZKucRueYZUZRF4gUCERMpmiygmGYyMKAyiKVLnDTgBgDn778Ej0luvOF26Zh\nGix5YUiFppQ5ReYZo6aJYC87xNBzCZZxOqKrAvD4CZ6+/5SPv/UhdVnSdQOjD3gcmZxNdttigRzc\n1wj1PxwPf1y8pvT3ga/bd/lXgL+bUppSSp8BPwH+/B/7rpSoKFhkJYfxTBcSk4JaaLSQtFlOIwwf\nf/ANXu3v+Wr/iC8VQ/BkTcs4jlSmojE5p7FHKcVyucSI+Yk3hUCbVzx//h7ffv58dvlRkhQSRZKo\nMLfiGiUJfsLJuU+/zlt0nlGvGgotGPueZCLCQiMVmRTc3F4xeTtba4uEQFGVhnjxLMuGrCyQhWaM\ncYbORk8uM1abNaMGRyQYBTrn8e6e//kHP+Rv//3fI4iE92Gunw+WUkuSkJydJy9LkrcMLqGMRGpJ\nnUmUnsuvSWl2l57LruPl6zecjwe2xy1u8hxGSwww+cTh0vPbP/whpSnwIlBogzAaF3tUlrM/HTFI\nch2xQeJ8TySwO3aMXjAOHVPwDMGR3uVQfAxoKUnpHUErzLxPpWfcfCEbeuvQo8XonLYuQQged3uy\nKmPZ1kCGDBfu7ndsrq+ZnGXZrliv15iUOB8tFgkKCpOhdE4QME6eGCMlNR/+XMHPfX9FyhRVmJBS\nsnnylCfrK3yR8fPf/ZiluUarDK01ZZnzdLEiq3O2w8hxGrj0jthHbOdZrVY87DqkKNEy4Y4TOitm\n27ura+4et1igCgIpE7Kb0CFRKk2VBE2zYJO32Fqh9eyt+HNPv82f/egpl/2RSuh3lvew63qkzFiv\nrglJ0XvL/XmgO54wKXDY7rC+573VBhkmnr7/AhMVweRMDKyebJCmIJER+4Ev3rzCmP9/Eo3/gRDi\nt95tL9bvzj0Hvvoj17x8d+7/dAgh/l0hxA+EED84X0aO04Xj8czddkcMjqZZoNqKUmQ8//AbLL/3\nTf7gq8/JF/XcM+9mL/vRjozjyOl0REtFXStO2wfCNBFTYBoHGlWR5S0/+eJzPn39wHA5gzYcxIjW\nhiE4Qpp7E1ReIFUg9SNJjOyHC+u6xWnF8+cvkFlO1pYMKdFULX3f8Wa7o8pygp8Yt49oU5KkoG4a\nrBdYOzsHyyZDZgZMSdUU1G2D855hvODthaJa8qu/9gXfe9IgosLZQLNZoUuNS4KiNNR5gZgmghKk\nd6VbP050KeFj5HIeSTbSqIKsqdksVnRCIoTBq8jTzTXWB5RKsw3bly/xJKpyQRxHCJJxgkxGhI/Y\nFJiGHlxiOg+IBDo6rO2RIczL2xSxfUfuLHmmMVGATISUCHHG8GXaoDPFFHrO5zNFkTGcez798hUP\nD3uePrtlvz0weYchEo3hG5tbtpcj3dCjM4NzjkwYrD/S1Jq7Vw94EVFaQohIaYlS8vM/0/KkWbMq\nlhQE8qKgaVeIzlGUNStV8Mknr6hlQkrJt99/ysPjnt1hj7U9CkmVV9hhSzAKXZRs6pKkDH3oWTRL\nUqG4aWqsEhy2Pffe8+bNnhAcRkt8P2F0ickzVkXBMsuohGbTNFRKgoaPbm/48esdxeaKu91bUikY\ni5amSOgk6O4tmXcsrha8WFY8e3LLj3/7R0ilSC7w8Pqe1Qcv+L0f/A5ffvoJstBsVlcUk8ZOPevr\nlqI23K6eoWTxtQP7Tzsp/NfAR8D3mVkP/8Wf9ANSSv9NSumXU0q/3DTFrJtPgdsnG56+/8H8hI2C\nDz74gLePW/7ghz/BFDndcKFzgaLMUJkh14KiKFBpNiFJSIJQTNMcMMYoXHQkEek7Sz8ONPUCLaGs\nVyTl6cYeowxKC4KSeHJun2y42InrdsOYLNvuMCfBrGLfdazWDVmbEdxEk5cEZZAqIxnF/nyhWqwY\np4FSaGRZ0ublDFZViUnMA23sLlR1AZkmFwqB43c/f0AogfPTTJc+d+TScD6fuVxOGDSjCxQ6MIaI\nCxapNXWVUxUF7aJE5gJPYrs/M06W9xYLiqKgLSr6y5mgEn70PGzveH044q3jfDrQJ8swdEQ/9zkY\nY3DDMCc5VUZP4ni+0LmIC5JxnJmaQ/QUKkc1JWKc8CqCt3OLdQItDYmACJEYJCpFvEgkHWnrinWd\n88UXd9ztd7goqEpNZmrKRUWTZdws14yXM91+h8wVyeQocjZPrkAaZJgtzDNT8OE3F6zbitt6QUwS\nU1asFmvIDeWipF213G/fUhclow8YrcljoipagLkD1Foyqcjzij70DOGCrHLcOJFJQatmYvRwOZMr\nwX7/wCo36JAYxRxWQr1D87mIk57BToyxZ7ycsRYWWcmb7QP78YDt92zKBusC/nRGqhItHJN3yGXO\nGD0xk0QCP/cLv8jHLz5idX2DDIJlUTGNHcdzh46Su7sHIpaybrg8HKj0kjw6+rH/vw/G/8Pxp5oU\nUkp3KaWQUorAf8v/vkV4BXzjj1z64t25/+dDzPvaYCJDcLhgyaRgrTTbrz6nOx9nWWuIrMqGuq0Y\nCGRK44Kl78+0bYU3UGTNnG1va/KyQSioMsn+suPqesFqkVNkmtO4ZdnkTG7el+Z5Tp3VnMYdUQ3o\nOsNQvktECjJdonJDeNdHECNoI1CVJMR5spEpoUTFMAxMw4lq0VLkETWNWCPZnQ6cHy9ctQ2HaSCG\nGRza9wN53SBC5O6ymylV3tPWDV4mTv0RGT1aZ3T9AZGgd4lkp5mAHeayp4+RZdPSlgW1Eqyv61kS\nrNWMXTcG5wXDYNGZ4Z/8o3/CpmkQMrCs5s5SJSFFSb8f2J13s9lNABc7KlMwOMvUXbictvjoiNGj\nbMCLgBsnkpB475nxvLOTtPM9Q2/p7URwEyEpLueRRdMiihkrH4PDjg6RYBwSy03Nl6++5P5hy/Fy\n5HK5kFU1j6cLudSM/YnD8ZEwDfTuwuA8v/izT/lodQXWcxhOJN/x2Y//gLePO6pksCTGvqPOCuw8\njjHOst8fuX98gKygqQoQE4fdkXEKPK82tFlL13W8enyN7y4kHTBJkRYlqp5LfYXKeW/zAj9Z2nLB\n9aalP58IwZMtG6qqoiqXeDfTpL7xYoMUketySU9iDIoXt89QQFKSaZr4zi++N7t2R8OialHVmmma\nsEJw2R/ZbFacL1uyIlG1hiTg6mrJbhrY7V8z9o5cWqbkaLOvX2j8U00KQog/qpn8N4E/rEz8D8Bf\nF0LkQogPmbkP//iP/zzJmCxWKyzzk+WmXlO3DZ9OB/b2hJWzG5BV0PkRqRSP08DJerKqnp2ClOTx\n+MiybSEmzt0JXdQ4rSgLgx0nxsGhi5z+PMJgSdFT5SXJTQwy0BRrNhSsr27wKdGfex7ebnFdIFrH\n8XImpcQ0JQSaZ1dPOHcXxqHDWoc2M/m5bUq89fgoyPISO0VUmp+S5+09TRDIDCYsU9cjnCMn48/e\nrricjlgbSCISR0uR1+RlRl3UvHjxjCRgd3/EZAUigYyJzaqhrUtcgm6cmGRiGmdkWEiRpmkgCtom\nx0RDmdec+oEyr8iVxvtZsjuMI4M7YYXHD5Zjd+ah6wijxzMRxjNTiHMnuHN03iNzRRCSkARRzs5G\nuZ6pRZCQIsyKVWuxrsczY9mlymlMRSYzFILUT+z2B6YUuBw78iLjfDzRD47b999HZYpFURCcx3rJ\nslqxP3d88M2n/Bu/8otzDb+QDLFnvz2QWUW1LMn8XI7WtucnLz8jZi3tsmFx09AuMkKuuWkX2DQR\nUqIyC6xJ3N48BR8gePzBs8lXeKW49ANBJb748jPCBN7N9749PZBnDauiJkTB8dJRlTnd4xZNDjrH\ny4gpcsqyhWxDu7nl6e0HGClw/YFPX9/RVle0dYU9WGxSiDynGx2rynBwZ/bdnmWb8TjukVKi64pS\nGdzhhA6KUmdE0zKFibZeInKH/Poyha9Vkvw7wD8EviuEeCmE+BvAfy6E+G0hxG8B/xLwHwKklH4X\n+O+BHwJ/D/j3Ukrhj/8OGPyAKUuW9ZLaFKhc8dnbr2b9t8mQGIKEpCUuROrFEiEV0zTh4oiQgckF\n6qZBJUEkomuDtQ5rLSp5bLT0dqBsFyAFSQqsnZNQvRveNe1YYpHTTSM2zEu4vKxJYq4kAOhcEpQg\nRMlXb+65fX6DFoKUIkIm2rLifL7wsN0xBocPiW64cDgdcQl0niGkos1zVJRs2gWlyZjGM7/8Z57z\n2Zk5GRUjhJnRmKRgmjr2+yMoiSgKkkz4BBBxzhF9YHQj/TAgY0RJkKog04b+eEHLSETQLDM8gcJU\nnIYznrl/wghJLgRGaNJl5GIt1gecm0jBkwWJtZ409ZxtN4umQsR6R6EVxhhAzpWYpJAiIRUwTTzs\n70lR4W0g4bDBok0C79hNHVpnRBXxKdC0BXacZejvv3jBojIcdntU1HTDQJmV5EbQtiU6G/mZb12x\nO+x5cXvDvuv49vvfJFeS9abFdg6jEtWmZtUsWVYLvB+5nDoe7x4xSRGGQOcmhhDQIhDThBQZ09jR\nKk0FrJdLjt2Fsl6R6xrKDJlXiChQWaDvtiilEMrw5vGeuqxm+/wgqJoVuZxBsIuioTSay3mi1hFl\nJsZzR65a+nPP97/zPYwYSVry+5/8BOccRkcypXn78p7cS+qiRuQ5edkifIdKsLm+omhaJInLNHA+\nbDk8Hni5vwO1oGj/XxQv/Um4D++u/1vA3/ravwCIMZHpFhsst09vOW63PDx6cpUjnQC9xOAQEoZu\nYLm8QUpJbTKy2ysSmtFaAp4YJQhB9IHoE6t1wWXoyEyBP/fkWjF1Ay9ubniwgTIvQRbsp5GsDmTR\n4b2mP51JOpK3NarOEGGkzgynrkchyJXmst0inePq/Rf448Crw5ZvvXjOF29eQbQkCd/+4Nu4w4UU\nHVmW0dYlTd3QTQMhKqoyx/gR3TTc35/4V//Sn+O3f/QlD4PHGMPFWrSCsR8RKtG0FW+/esV6s4EA\nkIhSEEIi6YCa5nyLEwEp8tlWTUZ6H9i018iiQWj4jd/8MW4aMSIyAdM0cJJ69hpUEvVuewSS6CJ9\nmBgmhzaabrLE3tHk+exqhCAIScZsmOODo6lqnIscjo/8tb/yV4ky8r/8kx+wKBq0EETlkT4jaYe9\njFAWXMaRZpiYeovEo2QJBoKDxOWdSW1gt3+kblukSPzVf+Wf49d+9FskKXhStcjM8HJ/x6pe0k+z\n4/VwjixywZcPr0nCY0xD6CdSLtl2J5SSnFxPW9a43YlBSNqmoZCzX4IpFT5NZEXLi/eeIG2HKBdU\nq57T0GG8xLvEoi25nAfqophFXkIhvcMnTdZmTN7S+MTZjzy+2fPxt79J2R2YvMD7A1bAJTqEA9/3\nhCLjgw9uCb2l9yPHOHCzuqVoWmwf6DgikuQyJfrHLZXWtOsnVFNklRmmpmT0icvuEdEuv3Y8/lTI\nnJWU1HnJ06tnpN5z096wyRdU5ZLni1u0EhiRyN75D4hkGe3A4C2L9oaqaABo6gXTNCEyRZWt0Krg\n0g/EBN5HTgjkuyyszyvWizXr1Q1pmniyXtN1HWq1pikr9scdgxuo8ow0Bay12GS4XS9pqpaQAroq\n2E+W+9d3mLJm0y5x/chNW5Giw8sZiXe0HWWl8BKKLMOHyE3b4pzjcp4QdQNKk5UF7drwH//Nv8Yn\nn9whESwLQ+g9Nk4IYDxeePLkCcfzSMpAK0FInt51mKioFy1tntHoCucnOmcROqOuK16/k1UXsuCr\nt1/OQZzXCJEodYEIEekDuMBgJ/pu4ny6MA49MiYWdUapMwozA3xSSkyjZRh7Tqee3kd2hz2HcWZ8\nRg1Plhs++8kP+c3f+HX0O2m6d47OTcToeXg8kULEec+yamjbev7cwXK+7CmEmXMkWnPuLhAT9aKk\nqTKulzmX7syTJ895Xj9Fy5anz58TTx5TFpz6DpXlZGVBs1pDkiilSEPHohRkIhH6E3mmyfIWnyKv\n94+sSk3uHCSLzxSSxEPX8/HzJyh74jI63nz6KaWpWZclj0f+bE0AACAASURBVMOB9fUVzSrnvbbg\n5eGAUC03z25pVy3t5oYuTpwOB4QwjJOlaQzxPGH6RCYFdhJ0/YG8rNisrrhul1TWkIkcnWcUqqap\nc26fLamrglHDal1Tl9d04UxV5dRlgyeR1xnWJZLzpBQoNdjs64f6T8WkAJJFWaMnS64M/XaApJFa\nIbOMSuWUVYtMmqZeIk1Ola+4Xd/iphERHE2xxFDxZPOEXFVgFOiCpl2jpSEmiYqaIDKUauiOBwwV\nNg3cdXfIoKnLlikF+uAwaLJoUCon6Yy6WlFVOc4JTJXhArjesVktMVFwv3/AxoTWGaMNlEWDyTWn\nwxYn1CzqEROXMEtf32wf5nZkBALFYX9mUTZ0Y8f2PPLv/Nv/IpLAhEFIj4mRZV0xxcjoHadpQiXB\nGCOZzlnXS4oqRyaYQuKr+3uETVxvrliuGpZlzXJRkXwirxf8+j/9EVNwdGMHIRLejQQhFShJqQxR\nCYwxBCWQSaK0QSjIdT6LeYxCKkGUEmMERkQwikpovni449vvPSUYyd3uyBcv7/juz3wHHwQieYiJ\nY39B5vP/M46zT8JpdIxuQJZzn8T5cmB/3PHy8YBRGU+fPkVg6CdLU+fc321Jl5EiOpq65OHunrwp\neXh8Q6UMl32HbjOC9Lhu4M3dlt3pyI+++JIsTjg3bwunwaGUYrFqCUYy2P5/pe5NYm3b1vuu3xhj\n1nPNVe61i1OfW5z73n0Fz4njQhE4diLHKBESSQxJgwY0rHSgAY106CC6SIhuGkgEAQIUCASJIIGE\nYsd2cPycV93r++495957yl2tctZzVDTmcbAIkq+JFL2s1t5zzb3W3tIe3/rGN/7//w9BgA8kRBGb\npuXRxYLaW7TsSBYLlPI8e/GKKI/xWrO9LtEeVByh1UDdVhgtcH7g9naLMB7f9+y6itVyjc8SZJKg\njwPFYk4qJc+++IKr3YZplDKf5Nzsr8cczklG5GKE8ey3V5SbA/fO13SJIxERqzTjarfB64GXr6/Y\nbY90QcjZ8hyfJlB1X3k1/kR4H5IoYnWypO4sSkjWj5ZAgDZ23A+Xe4yXxBEUzLBYvIpGn3ngkR6k\niGi7ehzILHO8Gb0Nh7pilq5IVUAUa6ZZjscg7IrOa+paE7kAbx1OO+ZZRm8dYSDJ0hw7tLjYMp/N\nsHZAZAHVYc96VlDujuyqI0bCyfwUrQ2HY03dN9w/WdMj0VVF31dMl2fERlOXFc+H1yTxhCyQBN6z\nsS37fUOSFiOe3nl+6V/5Dr/+O/8rp0mOHkAFCXEasqs6ggEEjsFaYiWZxBnbsiJpx9OD2XzO+fKU\n2/KWbtMj8Uzmc6bZeDJy9cMf8eTRKYGQdM7hpMKgR7m3dAQixElDSgyM4JV+METeI5PxGFYiR8mv\n8QRG4CKFUjFS9hg8RRzzWz/4Pj/zta9T7Urc0LFMJes4pJOKoOuIlcAgOJuu2JYbNoeSD99Z0ltD\nKDMS1SGUe4sR9CxmKcZpppMJXVsSqJTlPOTN6w1utkAJTTGbIroOGUq0BJ8n5IQ05S1ODNR1zYP7\n72PMQLZM2fd7mt6QxhGJasEl5AR0osNEIUmYEiUj4r01Az6OGC63hJlmuXzAdL0mjkNeXV/yzQ/e\n5fs//IR5MePqqqSIBKLvSYoZmUpZ5DkHL/n6nUd89uY5d2ZrZmnCzXCg8AHT+ZLtqw277ZZmnfD5\nZz8mWWXEyZr9dkfTV9SHBC97PB0fffYZJ6tz4kRy7HryMCXKQ8ShYzabkhQpX7z+DJ/krJPsK6/H\nn4hOYTCaujEo6/G9ptoeOW43hNbT1ke6t/ATKUa3XaQSYmGQTo//kFbi3xKY8zhB656qbWn1MMqd\nraPzhii09KZEyJAoS5jEKfP5nPXqlPnqhNl6TZxMWRSnKD9uVfJiyiyZEEqFlym606TRHNd7vDHM\nwinzaDHKhKsaKf2o2rOWY1dRe8NsvsSZAadrJlnC+fIUU7bEkSKIR6NLnoRY12PrgWN7RArBv/WX\nf47qUEFkMM6xLzuKLOdmu0EIgR00SDg2O4okRoaSVVFgjCGeRCN7IInYHPa0xwbdDhR5xu9897fQ\nzuOkJ41CQgGxDNGBgCDAKznmJSiHF2+ZEFLghKDve6QMRhWgUygCIhUQOgiEI3SCSAjSOOGiWPDZ\ny5c44bh75xwvYx6cz6irPb1QOCdJw4jXNy9Zz5cI4/jB7/94DEHNE5LpgpP5Cj1UnJ1dUGvP/nbP\n68trVDTBYOlqzfvf+DqP37nPZ18+ox067KHkqGFf7RDC0ThJKFNMOOHRo8cUUULgG7748pYkXaGt\npfMWuz+Sp56b7ZYsyXlzuOTVm5f0RjBdLdiWDfNQUaxybq+u8UJgesM8zEmClCAO8FFEkWREQoEZ\n5frCdORC0BtNngteDyV5NAWn2R4PJMmU9XJGYwdWQUwiemRoaEIYDNgEhrof3abTkN2h5Cw/Y6ga\nXl59SphM0N6C9GxubkkmBclsSrk9crG8wyLJsdFXz2j8iSgKOIdpGtpyT13XOAu6aXhz+QLTN3gL\nzlvK4x7ddlg81o8OuE4P4+mCkigREMgQ4SSBeJt4FCbIJGKSZuRxThRmBHJMEhqcw2iBdQGml+ij\nxmhH27Z0xqB8wGBgsIK6cdjeoD0gPb12yLggLnLCMEQQkaQz0lVKspiyb1uOZc10vcb1NQ6JRI2e\njkGPsXDW4pE4oYlURNv0HOuOyIL3lkkUsVhOiGWEZcD3lq45IoTAG48KA5RQzLIpRAGZCtFOEDi4\nur6lQ0OSMk9nqEhyWx0I0oKPn17heo3yEuE8XiqEd0SWkfhtLSAIZYiQEHhBiCJUARMVEXmJ0JrB\nvz1BkG+Vj94SivFouNWatEiQb0VlYRDzOz/4iNtti2cMz2npsYNFEHEYWsqyZH1+xpvbPdMkIS8i\nyrZDyjGNq9rvCSPFophg+4FjZ0BFRFHE1X7LJJ4S1ZpKGU6nMetZjopT5ssZSRQymB4fDDT9ERcq\nsiRHoRFEeNPQtJ7ISxazCSKSiMHw8vUL6mbHs5fPeXn1in4wCKFwgePpD38Pn8Kr65cEUUiSJEyj\njPV6zSQryNICuZhwPNziPQyuJ8wTAm3x9ETGYoyms5pXlzfUrme+XnH/7CHPvnxNluc0ylBXo7jM\nE1AftigikJ5qaPA1nE/H+ZRVgq4eyOOMvtkw0GKkoanLkU71FR8/EUXBOk/febrW4ExH22zodEev\nDcdjhWmO2LZEeDgetgxtR98ZsjBFqRAlJTebLaapePXqBU1djahxaznWFakK0K7H+YBQRePAx4PQ\nBmd69rsNx7aitxphBJFUTOcLUJJhaBADCCeIwpRICpy1hEHMIp0gVY5xkkBMWM8W4CMCMbDIZ9xZ\n30N2PUal0A7UnaHqLWk0IwwDGhTX5RbvR7SbEZo4DPDGIoTHiY5h6Ohsz0myIE4TomQyOji9RckQ\nIQRJkhO4CC0CnPQcTMMsn7Aslkg1AlmbrqPIJ7x4+SVP3rkgiCV119L0HU47QgveaXrGrkr7boTO\nWnCyo/UGvEEwYttlMCLrcB6BQymFtB4CQejhWNaY1hNGknawY3hO0/H85jWm80wiRShD3nvvEWfr\nBWYYmKym7I8HkizlZrPl+mpD2/fc3h7pe83JqiCWER0ap8YMSZN5Pr9+zve++BHTeyviPCZxCcY6\nBiK2VcXJckEUGU6nM3zVkqcpscq42e05tgcuHlyMUJloSp4EOB/ikWgcf+FX/gIPLtZYmRAWE2bT\nCRiB8jlkBYnzPHr4PmQR9W40d725vSZQAu0dpyczlukFB9WyqbfotkNpN8asKYEPJEZo5ouMVZqi\n+46XP36KkI6uPDBNErYvLnGRAG8JkpiLx+/SmZbFak0UBWy3G3xvcENPHAW8uHnJtj5y//wBb7oj\nZ2dnmPqrcx9+IoqCQPDi+hW7Y8mgW/K8IM0zhn7cOgxG0/bD2BYHIfvtnsgYypsr6mPJUDYIBpIk\n4s56BkLS9wYbSh7fv0s6z4nEyGY8tDVJltK3Pbf70Wcxm81Ig5ggihCRHC3KbYPwFmMDZDhKWtuq\n5lj2DBaMCGnMmP6URgnO9wjrCHXA+dkdbpoBJT2vXr0hCiTJJGEyP2G2OqfsjnTdaAM3OFyUIITF\nGUOMIZlmqCQkzAt8GBOEMTawBFjqpiHwDm8HrBs7Gys8KpZI58GN5huJ4Ni3SBeyP+5o6w6tB/7W\n3/ofGbqa7i1NOlGCRAwQerwcUIMlMAbTeTwD3mvwEdM0RIYjcv5HX264er0lixW5EkQWirdJ0GEM\nvTOkUtD1NXmeY3SHtXpULQ4DaRRzqCuU9Vwddywncx49eMBkkqOMp7q65Wq34bitsRZOT6cYZzmU\nDTbwuK5D2wEtU1IBZbXlLJyx3V1hXU+QSKzXTKcz5mHOx88+QhDRCI0WCUkQYfGoaJxXLIo5yjXU\narRI1/aIspbTBw95/vJznr36nLMkJYsVx82B2TRH+5JVkTCPM64PO6SNuH3xmmAw2L7j9EThRcf2\nakN8NqEpB3yvaPuK5emSLAyouh7jLKYtubo5EOchYpJw79FD0jBAWskiUUSzKQkhZ2cXBHkMomez\nu2bSe5J4wvbmGi9gNpkQzVIIJednD/j4zY9Zy4SnLz/H/TGmhz8Rg0ZtNMK0zNdLHJ7d4YD3Ahmm\nBChuDjvyOCEMY7q2Zbk6ZZCeeD6jaRp2hxsWizs03agFiGOF14ZUhXhj0VaP59V1Q5DEDHbcbkyS\nGJD0bYeKNdlkDtohg4DBNuRFQVkeORw6kjhFyAFhLav1itvbDWEUMGhN1/akcUwcpcSZpO81RRyy\nWk7Y3ExGtZ/+g+FgT2ctJvDYoUa9JSTFaUEYKXQtSeIMJzpE8LbFVKP73OAZnEQbh5WKHAlyoBsG\npnFGlCfUdU11GHXukzhF07Nc3UW0DXEQ4ULQThCh+LO/+B1+5Re+yf/yv/8WVkf8F3/nHyDo8Tge\nridMgpijaYid5bhref/9c375V/4U//GThyjjuLoeI/QfnK14dX3Jf/lf/fc0cs6tHqi1xmhNdXnN\n/Ytz9tsdRZ4zDJqrw4bT4gQlHZMow+UxqYFmU/HNJ+/R+o54MmeoSqy1pGHIbJqxK48EXtB4QaAF\nfTeQBIrD9ZHKOL7xcEWYKcpDQyRzEh9ju5I0dEgRM+wPRIFnsA1da3jy+F02h4rt9po4SIl6i3/r\nQ2kl3JumfPf5U+5dnCKtIiRjuy8ZDkfKXrF2kqbqcblCO8e9xYIXV5dsD3tWhWKWp/TbkjZtuN1e\ng7IUdcH0dIprdxycYzCeYjpHZBlD3SJNR0vH/OKc4/X3WM2fcNUJsiJDCUkRzsjTCW3dkGcZ6IGD\n1ayLkQg2xBK8YrO7Jp0mTNKCQXhQ/6LBYPA4K+nrhiQsCIOQfqg5W17Q6ZqJnaF8gJAB0+WU5rgl\nDFOi2NGULfPZkqGqsIElje4QioohDLBGo0XM0PVYbbjz7kOkCjheXSKlQ4iQIAyxcY0Kc5xrECqk\nMwNpnDKYgZOTE5Qapbt6GJgWK4TRPLh7Qtv26F3Fk6+/x/76mrY7MNgI01TYQLA5DpBIbDdas7X0\nRKEYNelZyqBrohAyOcNri7ESGQq8NszXJ7z4/EBjLIH0WO2JJzGp0TgVoLwZQ12MoAB01+OEJE3z\nEZdm3ThXSUJub14xyQsm1nP3bAUMfP5yy7/9q79Ie7jh1371X2ff7viVX3yfLDkjSFKa8pJ37j3h\n2ee/x67RfPtbX+fmTYkONHVrUMZxfu+Esi452o679+/y7/77/x6Hest/9J/8zzjd4USEFPDi9oA1\nDhFovLG0g8dFMb23tHog3G2ZXpzw3tcfU3U9Dkf5+hV1XROmMY8fPqKtalbTJUNbsS7m1G1DV5fY\nasHZ7B4Po4BlAU3XEAYT8klAGkpcGEI6xqGVXUUcppyfpTTbHV9cerZXG87vFCzyGYXoIJ0QBzlV\nc833f1QysRG62pO66ZjOXG+x1nO+XvLqi1d8+PhdXtY1kbboqSfPM2aLBU+3LavMEWcpIoi48+Ah\n3jR87+OP+Pmi4Ob1Dc1hj1aCq0DxnffnBEnM8fINGI84mXDx/k9xuLqmjybMpxHpPMYZy+urG85O\n7xOj+PSLT/ngva/TDjVNKJhHETKfQnskzudsttcIP+XFqy++8mr8iSgKznkOxwatLauVJQ5yjFNj\nHHndMF9MGboa2wcoAvZ1zXQq8J0iTkJ21ZYkiFmuztG2RLiINB597dY04AaiKKE+HMniaNwPe4Ux\nHbEaB4beOQQKjyQNFUN7RAYhSRJxrGrSePQZDP1o4+0bh0BSzAt217eUTUscJKPXvncoUt5s3/Dw\nnSfUhz0g2e1e4eOUSTxFBgMinDPLc+pjiVQJQehQwUAUZwTeEYY5Qg+oJEOGGu0sTdfT9R1CjNQn\nohDddyyzBY3zCDuMyDXb0XQNQz9QzOaIOOTTTz8ZMwWl4l/75W/Qlh3bRhAtcpp6izchVVcjq5Ji\nEvHi6nNOTx9zN/PsyoooneBsT5J5EhFhbEcsY2aLGXSa0BnMfvgnwSnirfhBeksQhGwOFUmeMc8z\neIuVU4Mmmy3xzhEahRCG+ekZth8Q1uCkQoUBaagwzpMVc5q2AhxSQVLkhP2ACTUvDiVFFhJIDU7x\nanNgkSxYznKef/wZJ/MF+75CJZIwSOkOHalkRMk5y84M3EvnbKoDuZyQCce23XEwgrurhImUHLVj\nOl0QLOccd0dqp6nLLSbPaV3Psze3nK2n3F+fcv3qDSfLBYdBUExzlFzwjg+Zrld8/OkXkIG0jjvz\nJTflkaw1iIsVZ+mUY33kyy+e8eTr76FfPadfP6Z8+TmJlPzOD37Mz//Ut7mtt9y5uM9+d4XTsL6z\nfJt5WREE4L1ApSlDr1hO86+8Hn8iZgoeQd929IPhWHeEoSJJErIko6pqAhXTtA5jDHVbEYaKfqgZ\n6LHeMAsSFIKuaoiDDKtrbK9HGW+oCFWElwbqluPxyL7co94aevrO0tQ1+90R3Rv6suT2+g2DsYBk\nvz0g8eBGoIkMRudfno0pPNN8grWeabEgztORPYlDiJFD2bQVUmUI3zMNcmIvmE1CtPD0dTOi0nSA\n8o48iVnN7mFNwMttOZqIhMQNLYPWhMRj7JpSeMaKnscxYRzRa0PXNdzutlwfrpEq5GQyFh1vDfMo\n4gef/mjUX6iI8zsLBhzTyRmxH0lTcVGM7byQtMYxaMd1eeRqU7GanXLsdhjdI5qB5njAEzEvJmxu\nbkmDGCckP/jx5yxXE/ABaawwdiAOI4yDMBzFVaiBB/fO8N7jA0ndlbx89Ya6usUz8PrZpxAotlVN\nkWcUYcTgHNvtFi00Q89b96WjacfkqygIKeIFuQuwPkBbh2kHOmdo246btsXiKSYndJVlkeeYLKLD\no12HlZr9ZjxmLOIxaev6iy/psKRxRtfUWAmpSiCdIrzifD7DCI1KJA5P2Qec3TkjShJiOQqfBukJ\nGIfUg7YsioJPPv2EWRBxFp2wmp/SNS09FrEskIeS3fZA33VE8Yw4jEiTgv3mJcuzNdVgePL4Lppx\ne5wEIZaQyWTCzW5L2Tf0fUORZLx68ZLQePI4omr+BSNERWHEw8ePqOuGrhv4wcefoGRIVqQUYcKL\nL78kCgJ2fU8YBkSxZHs8ECcZaTyhIqArb1BNyeFpzTRLiUWIiwSB8NRVh1Ixs2zKzXHDNIt5sSmJ\nE8Wr3RdjKxYFbHZHZnkMUUQxP8MOB7RpidSCRsAyDzk0FeWhwfYNxjniOCdVgsH01E1PGMHF3XPK\nY0t6umboLMiWLJoj5wleBVgLSmaczceINDVPR627HejaI7bXTMSET6qX5GlMXbdEQcT2WNIO7dtY\ndY8qJsgoJJAhURITT2OcyzFOoNoeHUXUZcPpvRP+z9/4bZ48fh+tHU4bPnt2ifuzP09tW+RgmJ1d\noKueOEt4NC14ff2GBIeTISerKS+vDmRxQRwqJklGKyRD02KE4O7d9zHSMUsCPvjGh/y9f/ScaRJy\nqBtm8YQkHreDP/X191mtVrx6c0nuBUoJpFVEgWI6WWK6nkgEuCRhtzvw8OKcbjCEkR2j9lczdA8E\nAq09gTU0g6Hra/pO8+DOI3Qf8vnz79OYABVO+Nbdd/jb/+B/oqo1OnvEaZJTBHc5mI5CjpFpf++3\nP+Gv/sLPUizOiUPB9spwcndFPYuptweKOGSWn7LfPefh6QU/2l1z5s9obMB2cyQMM3SnefXs9wjO\nFggCvv/RD4nDkPnkCUEa8+qLTylOToldih0U8STk1c2ek0XCw0fv8cOX3ydpLU3gSNorTk8uSGcN\nl/2Bm/JAuJzy5bM3yKFkerHmzc0VCxkxTGIaVxL0niePH/GDjz/l21/7Gk9//CmnkzNc7FHK8scw\nSf5kFAVrNGVZ0hlDFI1kpfa4R/cD14cjF/fOsH78ZD04z9zHpDLFaocTPV1XUe17TtYxk7jgenvD\n7nBknk1YLAqKNAMn+O5HP2A+mfLOnVO2+yPVcSCRBa5v6GRO6D1d1+Gc4Or1U7SBWHrczFFd3hDO\n5uR5wrEduLl+g9aa0/UdnBno9ZgwlCYTDvuawRqUFrR9Qygdda8J0hzlQ8puT5bFHPYblArJ+pa+\n7zldL7m82TNJJ2SLKffOTpB8AYFi8BIpLc5anAoInISuxQhPL0YjVFVpEkKQgkWeIgNLtEixxnNx\nccYw9ARBgBVqRMG5keOQRDnFYsUxOqK8H5OcnUVHgjBQDBrWyxXb7ZZJsaY1HcIbkjCBUFC2B06n\nK673R77/8aeEgaRsDXkWkaYJkTKEXcDybIUZLO+++5ibuiLxAuM0dQXHfUWcxgReMV0u6NuG25st\nIrbEYsJqvmJo6jHEtKlI8wJpBp49fc7ZecbJZEVb1XzvzVO+fu8hH3/2Ja9uP8cIzaEGbwe2dc9q\ntqS3AtHDy+s9t9s9P/34XU5Pz8lnHfVug4xidpVAuoD1es08z/DeMItnPN1ekgQSHbZU/ZFhV3GM\nHK53vPuND4m1p9IN2YOHTPMp8SRgks7YNQVat2wv35BOT9FCUmRLposZb25uuel7/qU7a17pK4Zr\nx9PnL0izggRBscyg7FjNzjnYHv/igEg80WxGZx2u9zSy4/OXz3n3wSmmcwxVR7AQHIeedjOgY/+V\n1+NPRFEIg4BFPu55RBhjrCcKFV5r0ukM5SSDGWj6Aes9m8rS6B5hYJmFBKEkCOHydoO2iklS4L3C\nWs2+6snClGI+5fTkFKEExo6F5/XVJXGUUxuBqxu8MwTaI2VEHEgGa0nilNs3N7R6IGl7jk1Nz0AW\nZxBJdDMQhQLhPVkiqPYbHJLBQj1UrBYnGDyeUXyVhgGD0eBbEhkgoojedCRhgbAD63nBvrL80q/8\nB9x9cI+H984oijVVtaFt9D/RXyRJggoVUoVkKsA5R4wkzgLKfQNZjPIpaR6z2x/RWpMXxRhT12u+\n+a2vcbI4o20OSDlCGkzd4JTDK4+RCqli4qjAek3XHIjDiLouUQHsm4rNbsudYk0oLC+rK7RQ3Lzc\nUDYj2m4oW4bU8eG7TxD+CwLrWS+XfPT8Cx5dnBM+fMDL7ZZcpKSTZIxTbzW+qinylCCPCX1EfaiY\npD2Ns9imIpYRDB0EISpjzIjsBhyW02hBMwiIp0jRUsxX3LU3RGqFcuPJxdWhIog8syzC+Cl5VrDb\n76mPO2zbkhbnrM/v8+NnP6L2DcsiggqujhvsJGLfVPzU5CGftq/4fHfLTz95l9vjge31EdxAEk4o\npjknyxXe99xcXvHJzXPcAGfFChUZ9NFRm5ZTM+fN7WsuiiladPg2oHOeOAgoqz1GdtS+Yp0tUSJi\nkAp1MaF7/Yrsfsr+puJqt2NWZJyl97m9PLCYZgib8vT6FTpIOIti9B9jUvATURQCKbm/WhKnI668\nsz1miMAajo1GRCC8IiymNF3PMNQ0VYN3nsqmhGnAIAQqiUlFi5Ih6/WCAI/VjpP5AusDZtOcIAq5\nOexIkoRYZQTRGF1+vdkxn2dEgaARPdW2JsoKLi93CO8QSnJlPFmUEUQBt9dHvNTE8RgdfrKYc9g0\nGNuh4ohBC6bTAq8dDkugPKuJ5FhW1L1G+pB5MaduK+gHwhPL9uj5V3/tP+PbH5zxzW89xvtojFHf\nbTC+GTMPjSUJAvq+Yz1dEwvw3pHGI2JdD466KelnKdNZhgoU7VCTxQmuNUQq5k19yZ//Mz+DxJNm\nBdvNlsG0eDsi8za7IyIwJGGB6htMYLm9eoNXEVE24eWrNxRxTGM0X5afM53PiJIJrW5J84xEBrjG\ncn73nNvNBqs9jx/d53K3o5OCZZLw6uaaDx++y+urG0gdfdOgfEoUOWzfcWP2nAbnpHnErEjZ9x0X\nZ0vKXYVAcWi2rFczNJrrlyW9vKKzmjvrC663B7779Pepdke++Y332N+05GvH44tHFM4wnc34T/+7\n/5q/+J0/gfYDRg5U1ZYfv3jOLE45SxIm6oJ379/ji6sfj4G9dsKd87vsqg4LXO03zCc5P/PhE64P\nR+5ffMDV9hnV3hIsBH3VUlY77j845dgeOYlPiULFi9db0ocRt33P2XLGZy8/58Hd+0RphBAB290r\nkkAiPEyChFAHrNQFG7cnXUBqEwL8uK3c7dkfdtw9O0NbS1313LlYkwyOOBPsesMqLxiaHUEw+err\n8Y+6QQjxnwN/Ebj23n/z7bX/Fvjg7S1zYO+9/44Q4hHwMfDJ2+d+23v/17/KL6KsxzQNEphGEVZa\nvA3Igog4jcBarAzQTYWQZ+hhGIdtUYzwjs5qqmGg7TJEnKMEtHrACUvdalrf0g4ar0f+5OcvXmBk\nQPu8QSIJI0kYptjQ0fQt1oGsOwSOvoNGaIpc0exvEUFI1fZcrFZjYAqOq82eSAQESYy2lqrv6K4b\nWtNx9+QeN92RoOxHqIcIKBvDfvec5TTHOMM6W/NnfoPFpgAAIABJREFU/srf4MkHd+gHh5KOOEmx\nusULj7UeaRxOCKwAhOPm5oZiMeNstmQwPc4Ybsot65MpTjiEEzTHA2XT47QmCEbi1Xp6wuXlG5LE\nkagEIcfE4qvNDd53ZGFMKAKG6shed1SHI8f6SGskq0VL3xygi0iSCJICqQqWaU4pJN/96Eu8G7Uf\n+5sN3/nme7y5vmQxmxOIAGsMgcoIzEDnIJCKpu+YTTLqph3TjVxHQEYuQ/q2o217VosJfT16P/bb\nEi9jdpXFdge+8a1HlMeWrq1ZJAXlzRX3siXn73/Iu+/cp9q85mvvfJvd7RvSPOXv/tav88s//zNU\nh2uKYg6mp2wKHt+9j+hDhLe8ev4p/9vnv8+ffvcxTWtYxwFPL19Q24FoktHuK6Yq4+e+8TP87g9/\ng6HZkA2KTbnDKc8L7/DCE4ZTGgtKGETgWC/mIFJOz3LqywN5lICCi3zORy9+iBQRA6OQbbsreXix\nGjsiOeF6V9LQ4I6avRk4XN6QTRS2r9HSsata8pngttW86m/pup5111LrkC44fuWi8P+L++C9/zf/\ngPkA/G3gf/hDTz/9QzyIr1QQwIP0YxsLDG03EpOFQilBWzdY62AwRHEyEqSzbKT0htEILIkiJiri\n7vqCVEARBZxPZ6yinJvNLaIZyGVOhOSj733MUPe4eiBBkEQKPTg++fQZu9s91aHBDJawKAjzGcks\nZxrGVJsj2+sDwnhCBr54/mw0cVlHnmZMp1P2my1NVRN6QRSGJNmU2g3EKoA4RoUxh6sbrLVU+x37\n7Q4vFc9+/CkffP1sHL5JSZQW2K5GMcJ3/WDo/ah3CIIQ9TYMNZHQlnsOh5LN7sDdyZT1dMWkKAhk\niDHDCJMVMElTgiAgSlIub7c07XEMYQkSnn35KdbaMcVYd2wrTaN7tpsDSkVIr7i6uabcbykPR8Ic\nZBjx8GTOybKgspogkJRlSSAkLkmoBoNFUBQFs+k4FJXaoWLP44ePKeY5R6N5+PAhA4JQJWjvyfKC\nPEt4fTwyDAPaDrTtSNA6tuX4NwQBaSJprOd8OqU6btEesljw7pP3iSYBp6cniNbz7Qcf8sNPfzRG\n9nnH3bNzuk5x/72HzBcrzpYP+OzplzinCUJHX1ZkSc6DkzOkDzhf32OyzDjLU/ZdT0DMzdVrrquG\nyy8/YpXOiLOc3bHj+U1J3bacrU74E4+/xrG6Jo1yUhlR3jYob5lnMdvLCh/A8mRJva/Ybmq07qnL\njkildL3m7tkpR9dxdbvh/vQOIlL0+yMXJwsWSYqUkr4zLOcLEhdzdzpnc1shLHR9g7GCyTzDesfj\n03e/2lLkqyUv/f23HcA/9RBCCODfAH7pK7/j/+dDIIOQXluiIABrkHJM1XV4jAFjDSjIZYi2DiEc\nUioEBiUD7GBI8gTTlazSiFYbnGmZKsHk9ASrB7ZDS2w8P/vNr2FVMHIUyyOBk7TW4BlpyEEQEmpL\nvdlzs9vQDB2zYkp3rLFxQNM03F5vWF+csTvuCITEJyGmqakGTRrHrBdzbm429N1AoyrWqyWHpkSu\nVmgEx+2OfdkiRUyYG/6PX//h6CMIQpJYQD8gAocdLMbb8ZQChXMa3zgskjTP0dpTdiVpnLCcT6ls\ny3kak8UKJWPKfcBgekIlaQdD6AVxFvN//e5H/Du/+ucYrKSqD9y5e47XgsPuyKubDScnJ1QWJmmE\n9wN3T5fcuzjhsxdvCKcLVDTBWkZSVu+YZDmTaUq1U0SJZqI8RkUc9hXv37tAmI5OeuI0IwtDMhGx\nvb1ifzzw9IsvOVnO6IaOtmkZTEKsAqZZjASydEoSROyODWkW46VEqZTdYUuaFfzGZx/xp7/zHV6+\nfE7lBoSJ+fDxe5xOC3TZcFntWBQTslzxqq3wouLO3Qt+9L2XLM+nzHzPw/uP+PDuBZ98+YIoX/Dy\n+oaHxRn37i1obcj3nj7l/iInFCnShCyLJb7teX57y/Wx42K+4hd+4ef4K3/tA2zv2G5vORy3PJlN\nefbZ7wOG+w8ecVseaIee7zy4R9kJDk1NkU2xVhNPFvjNDbkXmLCgSAsi16PSCcHQI0SAC+RoGFMx\ndeRI4phhkJzMLij9gWmUkPSKwmcwD7FDyZ0H99iUl195Nf6zzhT+ZeDKe//pH7r2WAjxj4ED8B96\n73/9j3oR7xxdXeI9WB8hCHDGE6cJzlhSZbF+/AR1zhAFIc4ZrBmJzd57AiUIfIAIc/TQEQcxUahG\ndaeQOONZeHASrLXYocMRMl0tx09ia1AqRODQzoLV9IPlPLuDyEJCpWh7y5e3GyIRcHqywrQd+7Lm\nervHhyHOC+7dP8Vaz253II4StPGkRcp+vyfKMsrdkZPZhOPmwPl8SZJl0BreWRT8pusJjKCzHqkd\ng3BYP4JjrfM4AUmcYbzGOk0sQtJQEvoYKy1DV7M+XZIqGLSm7xs6r6ms4Txb4ZRlnhVs9wf0AMI4\nAuVJg5B60BjdMJ/lBGJG5SzTMEQFjiTJ6IxH9x0PTtcs5nMso+W6NzU5ilgarm527FTP/XyJGQaS\nOKJtagbjcCiOXUcoJUdCAiMp8ikRUJYlp/OCpq4pigKQ2DBEBgkqTKn7Bm0roqDAokilRwQwLebU\nw5EP1++zvdlQRDktAwpHNkkR2vL4wfscv2w5n+SUcmCWhCxWD9juGv7Ud76F9Zbf/ccfk+YR2+oO\nJ/ce0B5rVienaK159eKKsJhxsX6AtQd+7smHVE3JxC241Q3IiPksJUgSnj3f8OnTv4/XHa+vvmB1\ndoeL2ZLTkzN25Z7b3Z4sTllNL9hXt1wdNacnp3z3h7/JO3ffJZt73v3aI+axpH19w/b6Ded3T2kD\nSXay5ovPf4TygsAarEqQvqOuDYvpCXVfkkSeehiQxSnpvMA6x94q1M1rZPjPDzD714D/5g99/wZ4\n4L3fCCH+JPB3hBDf8N7/UxsaIcSvAb8GcLoocM5jnQStgQDnDM3QMc0mGO8wRhEoi3UGISxeeLwA\nawUwwk27ocdbRxiFWGtxziO8wmmNgNGD0A9IFSPiiFQF4zYhTvF6QAqH8xEBBgI1kp3dgNcCrCfG\n8o3TFcZZLAs0hrrqef/+XYx39GbE1F++eY10CToU6LKiahqm0ykZkp3WKCdRcUKvB9rNQIDn8cM7\nNNu/S5rfQQhP7RxKeJSI0FajPAwInN7jpGKS5JRdxb6vmEU5RjesT5a8e7HkuqqJnEDJGGtLFlFG\no2symRAKyTKdcNPVXB9uER4WccLrm2vW6xVeSPJiTrk/MPiOhQ2RfmRFxmnGVEQjd8Fp2q6DwaIz\ni3QG6Tx3ZxNM0xHMUkIHNrCEyvPyZoM3CodCaEe13ROfxEyTBK8U1/s9gjFufxg65rOU3nWEgyNM\nQrAjZi7znrJtCIMEISF2IUUiMSLADh7VW6brE2TbEacp5VDitcFNY2Q9sFiccxQD74cztBBYEfDT\n3/kGm82OfbkhGHLiKAUfo61GhgVDO7DMCq5aSxgHeCs5tCWRD+i6YQxicZBEghf7CmMHivmMaZLQ\nG8/FyQKGAVXkPH3xgnunK354+ZR+77ktb5lECb/3yUf81HsPyC4GvF4gtOXJex9wddyxr7Y8855k\nkjOUW1SasrMNeVpQG89tfSROY8QACouUAVkQMJ3P2A89kZMM/p/DkaQQIgD+EvAn/+Ca974H+rdf\n/64Q4inwBPhH/++f997/TeBvAnxw/9TrrsPJMWo8iiICJenrmsYagjBk0DVOhBg/Mg6SdKx8KnJI\nL7D2/wmNds4AgsY4pjJE655u6JlNChIZ0/mBwEmsc3inUMpz07WcTnIkIFREIBWD0QQ2QqUarQX7\nZkCFIXGU0OmW2AQsTlK0Hd2SExUgEKQXa4yTRAGwmuO94Pa4pz6+pTanMW07kMQxV9sDD+6d4qXn\nb/z1v0qiMjbHmo+eP+NHH79m0xyh6bAixIiAIAywCI59jTcwXxS88/gUIkhFyK7WLOIJl5sbktDh\nGLuoKI2IXUgah5hAILuKeZaxnhVcXW04nS/pB0c2CVBCcn56hrCGOErRfUnX1KRJjpmEDN2eSTJh\n2Jdob8hCQ6tj8lBxDCKiQDL3ECcBzkVc70vurJbsdnuQAoQhnZySTnNWyxk32z2RmGEiixUORMCh\nrLi/uuD19Q1RKFid3WEyydBtQ4DF2JIkyKnNQBSFtGVHFucsZnOq+sj0ZM1uc+D3fuc3+fYH30KK\nniy2GO2ZRDGdqXFBRJbMWK1yTpdLPvrsU54sl3Rdh0gVs6RgX5ckPqJnYLfb4dsWEc041g2LyZzV\nxQVJ57m8fE6QLFB4TuYL2n5gni/Z11s6GxLmKVEQcv/+fZ5vX9FVnid3L5glS2QqmG5vkQomQ0QZ\ndDw8eZer8pbr128I5wXXm1sMA3cWS4I0xO8PGNVwU7V8+/whTTtAFCF1yqE/0oeKN5trOgn35/fZ\nXr7+ymv7n6VT+HPA73vvX/7BBSHEGth6760Q4h1G7sOzP+qFvPc0fcc0i9FGYLRGWIWUAX3fIpxH\nCnBuwDtHkkb0fQ9KMktTJnnO4XjE9j0iDHHO472gSCLKoSYmJFAJHkkrHUGQUNYtgbSjxfioOZkt\ncM5gBg3aooXBekNvHbFQgCUSIVkU4i1M89l4vwOhIJKStu3H1jUIuN4f8WFEEljKruMkid+qGS0+\nTvEIoixlMZ8xySVt3RH4CeXQsZhE/Pmf/Tma4z+E2wp5HhJIyySeMM1jpAxJkpjBtggXUOQR77xz\nl+dfvkRGin19JIgkZWdwncF5T+QcUnpUlnAWQqoUX77ak3pLV1eodEoUCa6urhg8zMOMMO+ZZ0u6\noWc+j5BOorXm8vKSKI2Y5TOyZM6+7FhPJS+vdjwoFKGAIstRShBlIYfDgTyNSSc5MpbYboyBl0JR\nnMx4c6g5tiWL1YxVPqXUHUPXUrUV8/mcKBQMTc2zN1/y3gffGmPlxfB/U/cmv7alaX7W8zWr3/1p\n7zm3vxGREZGVWZmVFHZiyWVbQsAIwYCxJSaMmDCw+Q+YMkUwgAGNbAYemEZgcJWryqWsyqzMyoy+\nu+3pd7/6r2OwroyEDA5bRgqv4dY+++zB/r71rff9vc+Ds4KyFSidcHQoaVsI3nL//BGbaoPXcDxJ\nGU9Sym3P0vQUUYF3gwyn6wWb1ZLQW6xwnI3m9N7SNA1FPh50fuWeyrR4NEfzQ2b5IVd3r3j28ClS\nRKjeoNOIk/uPaDerQXCjE4IAg2M2m7FvA1mWoESCtpqZPuDkyJON57R9S7Xy2KihNSOu1lssAnlg\nCTrHxxlJXHBYTGhdRaQKYjTt9oZaWR6ePOH5puZekWJsz9rt2W8tp+MjsiIiI7BrthwdHX3rhf0v\n6n2AwS793/0/3v5Xgb94W1P4u8B/FEL4Z8ppvQ/EUg3g0+Bo2wbXdcQ4pIrpbIPpe5xzCBkIrgcZ\nY/tAXdfc3G1YrZf0psW5gBYeFzxt1xG9PUUoMQhQ8QHbd+RxRJFkyDjj4OAAoUAJTRxrklijY0ms\nE6Zpgg8GIRR5rhnsK+HtyUQSa0kmE5IkYTaZMhqnKBVxdrhgOs6IIsUojvEwtD21QPY1Y+mJTYM2\nFWZTDnJW40milDgeTMnbpsIIiQygg6Y10DlD33fc3F1zd71hOsvo255Xr6/o+wFpNxnlOKWxdgj0\npDoCoRhPCnIliZEU05htVVG3DdZauqoklzCKUo7nM4T0TKcnbOs9WZaxXi9xwSPeeiGViri+uOXL\nr75Cuo591/H6dksqMjo8Wg64uMTC8WyK9RLTGmQ/HP8PZ1PKakusUmzXU0QRcRe42++QWvPo/IzJ\nwRQlPaWpqduKs4cPuHv9HCc9kUpBBqxruapXeBlRjFJaW/Lm+orV+oYYiZNwd3GFEGpg+QaFiiSt\ndSRKkUY5fXAkQZNPRsResFjMub6+RccZOko4PDjl/PRscCo0JbFKqLoepRTX62tmeYIPLT5SZFlG\n1VTM8oKjyYKbmzt6F1hWDV5Kmr6jMoaTyYKy7WhNIM8iTo8POTo4pRhP6U3Nvml4eXtFNp4MXYaq\nRhqBsRV9vyMajchFypOTUwSKxsd4XZD4iFAbkihl39TcLq+HDW7XfOtN4V/U+0AI4W/+U177Hxla\nlP9cl5QCxKBu7wPESoCOaG1A0hOIcMKitSB4jXUd3jtSJbGmp8gCRBFBx9R1SSsEKs1oqppcD8/k\nNniiNCWSkiSJsN7Rtx06CnSdINIZIR5wblhAOExQSCFJEo1TBiVivA0EDHEUAZ6+7xE+4Lx/yy6U\n/wR/rl0EKaSJBaFo25q0SOn7joAYBqd8IJIK1XUcPXvEvuow0pBFMXeriiSb4PuGWipmY0XooJE5\niU6YjWKWVxucGhgIItLUbUUSxZyMFjzfvyGOBz36KMlwpmU2n1B3ntRVlG3Hy1dLiA06KigvDSfn\nZ7i2JC1mrK/WyDRFOYf2sF/fEaxEZBl5XNDFlkkxYr285Dx/wn65wgdDPLjn2O/3jOdDZiL4juBB\nJQnnScam2oPvmU0zhAjUBuIi4mg8RcSem7stTx4e88Xtikhpnj64x+31ipOzI7arDh23TCYpsRb4\n0tFnPb3v6fqWUQQyndI2HdN8goqToYDsYOCdS0ayoLMd1lUc6gOu24pcCpI4x+y3HN87ZLda4UOP\n6QWdsSQ6Y9+WFKMRh1FBubvinXtPeLksQWp611BXLXma8/r6FZe3txyd32O1WqH6im82exbje+y2\nK8ZFRpqAtgmTgzGxrLHZhDfrC8bpCNtKzmZTeoZ2sFKSm/KWcRSxYcig7Cv4zZ//ivnkiMgL9rc7\n/Kjg8XnOKI+p7Yx5PGK1rZik4luvx+9EotGHQDqfYl1gFGnqugUF2nrW+4p7R4csy4EG1Juek3lO\nbQRpluC6hrZ37PY7ismcaZ5ilaY3DXGiECIghEaHMKDMERgrWK/uSLKI0AWqqkFLwWJ6hIkkUgiE\nEiw3a6b5CBlJhFGgwHuPVjG2HU4uUkd47YhFRu9brLUEMRTMJJ5gAgFwtieOY1SkIUpRwQ/f7W1s\nOUoTuqokCoEkaDSKV29uOX0QMx6l+BBQMmXTlxyNA23naGxLqhVpkmGURBtHQ8xqt+L4QKKJCdpz\nbzYHEUhHM/Z1x3a3YTaZkmq4aXrc9ZKjM0VvHJ/+Hx+RjudM85jOBk7GU/JpQd/0HC1G3FY1Yd+y\n7xoOFwf8+tPf8KN33uF2s+XNak/vQQpB0xq6TFNuax59+C5vLi84ms4RzqPHKZnSMCm4P835X2pL\nkHumesSyXCOcI89zvnxxyeHhhDzN3hK9e/raM51IamPpKkvkJJebW7ICbpY7TiZjGgSmKvFBY3qI\n0oaqjghG0e8bcD2tF0xGE1zvqALE3tM5QVXd0fcNulsTRRM6LxBtRy/MMIlZHFPkmrvlLUomlNah\ndMp2tyTLRlhhiYPAq4DWKV1jSaMJpa158flz5r8zIc0UV9evmI0PqfslUSYxtsbHCSqZIaRBWEkc\np8TGoaSmsiVaKsregfOQZhzMcnymADkQy45G9A72+1vG2QmFLyGN8AwSo297fSdGpxGCi9sdn371\nil9+/BVV02Cqlnyck2U512XLKMuYjHO0NDgSZN+wu7mm7lownmg0I44i1l2Lswa6gLSw2ZWoYJgm\nMUnksaanrTbEaUwcIvIo4/HJKSeHM3bVdhC0NDXWOEY6wtshNGOMYbOrMd4RvMA4i3GeAKh4hDEO\nYf0QLlIpsU7wAoSUOBcQSgMSYxzSO6zpcM7R95a+t8RRjtQxaTIiiAitNYtxiu07+s7ivce5jiLS\nlH2PitVwB0kjhFco62n6lqxIWW5KemfxwRJEYFfu0VFMWdZs9iVJnKMizb4KgOT55Yq/+Ohzbm5u\n+fDZBxQ6AVJWqxXoAXKrkpSr2z1HkzldvcX2jovrC/7Kj/8yVbDM0gkX1xuECvgQBt2fAxtJNqsV\nWg+A1dnRDOkMRgraTcnJJKMMPdIJrq6uaBuL6Xrm8zmr/RphLb3tABhHI+5uL/FpRl6M6WxPUuQo\nYqxXnMwPkKlms1rjg2W/33Kz2eB7ObSZQ6DvhsfIzg2E8DiL2VU7ttsNZbWlbVuC0Mwm90iTgjiO\naXFEOuCtAdfgmhapBrK4TgukD4Te4/uWfbWh7np0VDAej7m+W6GkZT47phhN2O0qpvmc2WxGEkOc\nLSh3K3Zly64qUVgirfECuq7D+R6EGbpmUYYgZjaZ0ZRbVk1NnkToJMKpjGx8yDwfkRVTVrstxXTG\n7XI7tJXVt+8+fCc2BSkkJ+OUDx8fc36ywHuG0VxjMMZAMMRpwroaIB1Vv6EYT5BZxJcvLrF2RSQD\n211JZBlIxTJguxaFQEcZAah3e1yzA2uYZgW1aamrPdfLNZuqRYeYrqrZ7Uq2m27gJ4ZhLLqrK3Ll\nEV1D2+xRErJUE3yPr8uBdoTEIvChpbcNrjc4F1A6xZkeEcXEUUrQoNIBOhu9pREHb8H0NG818M4J\nHDEqGRRkygXaIOiEJvES6aFtW5abhs60VN6wawx1XXJ+7x5KD+QhwuDM9AJs16NMz67aEQuFoEdK\nzb/9ez/lr//uT/jgyTtYBKeHR2hneHRyyvXNmqa2lLsSnWiUSnhw7yFFkuL6jvX+jiSK+Pjlc662\ng4/SdRYRaQo9mCNUrBCtoXclyzdXEBJW6yUqSmh3PdIY6m7P++ePmE0zbAg8f/6cs5NT6rqn3DbE\n0wW9EOSTKd31iuZmS5RoXLBs1jVd37Pt19zcbbl3/yGXmy0yMUzGOftyS9cNol+tNbttTa4Ub+5e\n8/r6Ats2bz2YEAnJdJJys99Ql0uccWzvtuQ6pXEBgWJdd8R6APJ8+fUX9K5nMs7Z1S27bctuXyKs\n5/LNC46nE7559RodIoRqcVhuNhsa4+n8ULTO0glRLDiZTAleUK02KOEI1ZY8GQ0+0hCjjKWrO5b7\nPT9690OOZgtML4n1hHGWIpFYmWIqQSQTvNScH58TvEar5Nuvx/9fVvk/7yUEqAIbYubTKbPZhNEo\np0Uzmc84OTgYxC9JQqQSkjhn3bX0IuWnP/kxenqPzgaS8RgXS6q2Jc4m5KMpi8UBi6NDghSMDu4x\nOT7DqIjNbsnp/ADUEJAq8pSDR/fIxiMiLSiiCuk6ZGgRvWE6VgjhQQXqZs92v+VuvcGKgHUdVV9i\nREB4Qe8szgWiNAOh8KEljlO8bambLe2+IRhL07V0psV7D3iElCSKAegSDN+0DulhB+xVy3wyZTrO\nB3inlqSjEUWU0LcBazWLxYKua5C+pzWWXkm08MzGE7rgmM8m9EHw9P4pUTyYqTQJ92cFD46OOZmO\nOJ5OydOMg5MjTo/O+N6D+4zSGJ1IPvr8azob+OSTL1jebUlERG8cMs54ebFkc1dS9gaZ59i6ZN2U\nKBlwvaOTDVm+IMQJSepRQlGtbjhcRDipSaQGHTHLRvTBUbYD2v343iEq0nz58efoVDKZTCglmHg4\ngaVpyqaD9e0dU5EzmWZ89tVvuFeMCC7GtB2r2x0JFhk0y5trNuWGTVuxvdpCC7flkrY3iN5xUW6o\nrWO/2tEIePHV1+zrktuqoi0rbtZLri9eULc1ra0oFKzKDTfljrIsyfOCJErxXjAajbi+vib2lqZf\nMirmnJ9OmcQa3xnee/ouH773DCF7kDmffP3pUCy3gfH0iGRS8Hp9CyFinGsECQfHR5wenLDdleyb\nLVrHbJcryjZQlyWia2l6B0rimo6ma2nKhjTOvvVy/E5sCr31/OkXrzh5cE6ejbCup6lqpK3x3lH1\nNW3donWC6Xo0emAXaM2+3pLEGUUWY5s9h0enxGnMvmuwKtD0LZevXlJWDfvddvgcD2mccb1bolzH\nZBzRtJabVy+RvmFaxDRB0zUtXgrarqNq/WCB9oOyXckYRWB9t2azqbGdJXQdpm8J1uGFpzWCfdti\nWz9o5a1DEjMaZyil0FrStjUieDoH2IBHI7zCM9QaVJIyk5KFnuH7Br9v2NU1VVWxryqudhumBwui\nWGO9wQawSkKQmMoSZTkrY9BO0gqG1phMcMZye3fJJ89fU1uBbUpC1yC7ksxXjGzPSPQoOlJjmKYF\nP3n3HUJd8eH73+N0NiF/az+um55y74inQzhKKYGXEeMoJZ6OaE09DIFt129194FJnpMu5tzc3JFq\nTZQnXC5vUUnCg6MTHh2e8frignLfooLn2TvvcHtzQ+s9x7MFSTRoBZumIXQN1d7j7A7McDKs6xLX\nO3rvmE8SdvuGqqoQPiCwrG9e8+DZE7pmw+quoq9r9qFmc73j9nY5iG2bmmdPz5HSozy0bU0WB3Sa\ncHlzQ7tb471nMj5kt9sximOUkuyXS4ooQjpB6Essgeev32CM4/rmkuVuiQoNTdPw5uYNIoyIsoz5\n9Ii62qESSbVfksQjHh7cQykFQZIVKaM04WCxwHQ9RTJGJzHFKMV3FcI3mBCYzcfMRgX7dosXESrR\nrPflt16P34lNIdGK3356yPrmkqZvSHXO8eKANJ/jnSIRGZFO0Ha4M1hviGJQOmB7S7leooRiMp3R\nlTsQGh8sJgRaFyhDRC8yjIeu7ylmC3SeMl8cMjqY0xoBvaVuWnqnCCIllRKhJDSW3tTganbNFhjM\nys42BNNwfDAljiEOlqbpcL4dfBPLNevVDXI4wdPWgyDWh47Pvn7O5e0Nu22LdxbbO7ztaX3PbrdD\nRQnFaAZ7h9kuqduKpu5I05yDe6dMp1MODg4YzRa8c/6QgOF7Tx4hhKCIc7ogiLWkF57NZoOvWq7L\nHb6zSOspqx1dEJzfuw+yo+ktMsnJsoxxNiaLCoqiQMpAAsQxjJRnqgWYkqauyaOEw1hTdI5MCP7O\nz79mkkV4FZCuJx0XyGlORESeDXFmGzwuCKIspa4aMJ6L6xVJNCQIr17d8NXLKx7cO8WGlg/f+x43\nN3d89vWX3N5ccHb+gBhJZ4YgkSkbrAMpElrCD17MAAAgAElEQVRjeflyw82rC+h7fOiJZceTs1O0\njEikpTUlVWhBjdj1iu16jZSehydHhFlOFhIe37/H5c0d0zinsx1ffvM5idJs1yvmk4I4GXM0Tcnj\nmMXhMbvtkr7Zcnp8DyRU2x061ry6uyaWHScP3kV5yQfv/5DzRw9pG4PoA3VQlPtrXr1YYm1J3TtC\nWHN6cMy0yGnqPaXv2TZrtrsd1itypQhdw83VazZVRSLfGtX6mr3dUQVL063Zl2teXL7g5fUdR6eL\nIVp/evit1+N3YlMIBMq6pTeCtm1R3tF1Hb4rka2hqiqMH7RZcRqBTtA6QcXREMyZjLA+YLse21iU\ngAxFHDSpVoySBNTA8RNCUdc1sU5YLZdc397hlMAqSZ7n2K6n3K2HNKNK6D1k6ZiuCviguL5bI70D\nJ5Aqpd5tESLQuUCkNN5IBBFJvmBy/IQoGdEFQ+eGYqGpW8ZxxKzIWMwSRklGcD0hOLzryXSObTu2\nqwsevnuCy6fEMidJEja7ko8++YKvv3rJ9csrzG5Pa0qCdfzy0y9QKkEomKiIvm9J4wgpJY2xZBq2\nTcP981NeXG1IpUZLxWI254urFTJR6NEMUkWcx6goIdI5OonRSU7wEmRMpDN8GwaRDIJYOuxyx/2p\nJtExMoAKKaHumKcZiQDrenqV4JwhCLCmHoJcQfCPf/YVUtRDmCl2XF6+YF3WPHz8jH1VUsynZJM5\nBs8vf/kX/OwXP+P2+pY4jonSCClApREmpCT5mHe/9z1MG7i6aakaw5//4jeMZ0d89Poll5fXxCbQ\nuo7ReI4xhl4qNvUKaRpUqhE4JlnE68uvafYd+XhBMl0wGY25vrpjv92w3lumRcrF1RtOjs6o1yv2\nuzvqrmXXbKnMjkcnxzTG8/yrT5gu5uzWV6TK0VqH9Z7tcsX13R6dOLquYbfb8OtPb6jtBhXByeKY\n29d3fPP1cy5XF+Tjod388uaSsq6ZzYuBa1lvGScJk3TENJng2p40GRFpzW8/eoKpSqaLKbr/V4zR\nSAjMxxOmRU5d1+zKhijR4B19IjAtZHlB53v60jKZzOh4e5QvxnjXkSXpUKH3Pa52qDgeGAP+7XBM\nH9BKY7oG0xvevHnDeDIlTQqyJGW125CmGbtqR5RmFMWYqm8JrSNSQ+5gMpmSxPWAUwdq25E5iUgE\nVgR2t9ccHs2JnaANjt3VLVpr5tNDjK355vlzjhcLojTB9XYIJxlDVowxbUukc0RisX0HQTPSCdq3\n7PqOvWkRVUQ+zWmut/TBYGoHck6URxzPx8ggMd6TxjGl6ykSTRQL1ruWaTEAW27qis36lv7hMUgo\nYsW+bhBGg3KgM0RvEBE4bUmIhxCUB6KAbwOzSfw28OPpnONivWYSx1R9hQgKSYd1Ce3NLadHC44X\nh+SJY19XCOfZr0tG4wlRnPPpaksUxRhjiIoMs+75zWef8Xs//Smu7pjkBU9/8GP2zZaz80cURcFu\nt6MuKy5vv+TJ4/eQKJxwzBYH/OoXH3OzWyItrLaWR+ePWK23OO+53dfsrOXx0Tm26WnCkFPokoxu\ntaSsHY+Oz1lvt+RpSuh2xHLO+uaK333/B5T7NUWWs91VeAbRz8GHM6rgGckEPY7pOwMy5W63QQhH\nEgvaZo0WBUt3g/OaB+fn5JMxwnmmxYRluUZHKe8/OaVtJUkec/3mDcfHZ0SRI9MZd6sdzX5HliZk\nUcTt7S3TWY7y0LcN1X6PtZajo0OqquJmu2MkNF0vOR4v6P2/Yjg2IQTLi6/ZZxOK0QQTOppdzXgx\nwraDTt0Kh2ss49kYYw1SCsq2ZxYniERhvUdFOaGHYjz8yJSSRAiaqiVJFHVjKYoJwXaME4iURgpN\nWVdM8hF1U3I4myECbMqKUZqww+CbGhHHrK+vSLOY1kOSRIx0zMniiNfXrynSCeM4od6taVWDjlLy\nNMP0PdfX10zzQaMeyYDtPGW9Zzqd0vSCtu9IlATX0lQOIRSuqdFZxMl8xvZug0LQ4NFO8c5775II\ngY4HsnMbWsLGsu5aHt9/QOc7XNUOqjMZk2i4XG4p8phqH/Ps0QO+/OaaD995AEHS9w6HJaAHz6GC\nUZaTpQXrzZJxlrGvagQOnUVYD6kDnUBMzH/1+/8QESR5lCMFpHnCKNZECbSNQSUKJSK6zZab1ZIn\nT54hveE4hXXlOTsRjIsJTdMwuZdze7nhH/3xH/HuBx9ycHJEWzfsdy3G7Xn5+hWia2lbS4gzNqtr\nRqNjtIaPPv41dDH3jg85Pj5lnCTs6lvu1rccjadUbc319Y66mBI6R34w42z6jE9efszt3Y7xLGFW\njLl/+oSrq695/wd/iT/5oz9GKcE32XPyouDmdoWKFRcv7nh2/pB2Ww+RdaHomoqD2Zi2rnhw+h59\nv+HN7g4fIl7fXHGyOKbrbtnc5dSuIVUpG6cZZYrSCnSSsiim+L5HJwXbzQ3Hizl92yC0IB4LtE9p\nTM/R4TGX11dcX31JWiyoe8N7swP63mCB8SjjcnfH6eyUPs24e/XVt16P34lNIQTP0ekjetsRxzFZ\nOgg0vXXobOABKC3wOJqmI8lyQuvIk0CHxbeGPI0xXU9nA8EOlCGlBLbvEEIOurI0GnruIhBPFtS7\nPb6v8cFys9txdHRAVXcIF3B9y6ZtSIoJURoRvCeJDjCuJ1YDGSd4wcXtFVKlWDv4DrJogsGCTobe\nMlDEEhuGsW8CWAEy0uyrFiUksVb0PWz3G4osJ18c8Pl1g3aG2ErmxwuEF4ylJPaGum0x0uH3HZ0U\nnM+P8dpzOj/FbFcU4xFyOqZclvRphPYeV8TYHur9jiwbM5qm/OKTT5geHCKN5/M3N0TOIGxP6wLO\nWqIoIokzhByCX7134COW6zvyLOL77zzj1198QR40l/WKNM3IigglJMb2WBVjfcNuu6YqG5Is5d7B\nEZvVkr6t+cGPvk9pKugFq9WKD959zEdff8X5o1PWd2v+7M//jKf3HjKdT5hMcuYHhxjnmE5nCB+4\nvbpmX68HM7bKKJIRb7odzXXJNy9fMZtN+PG7j/iDz/6Cs4ennB4dMxrl7MuK1WpD8/IbikgSjxf8\n8Nm7SCI2XcnHv/wNH37wLn/2J3/E4cGMg8NTPvv0Nzx59pTdbkdR5INyL0qp9jsOYo2OI6TK6FqP\n1pKf/fxPyZOMJ48ecbu7RQWwXUvkJUE4yuWe2dmYtl7TGoUzW8azCRc315wfLICW0Hfsd4pklHK3\nWpPpjHQ2x62vkEFzdvKIbjxl31YkkWBbbTg/PePi+pLRbMb58QzjLHeXL/j2ecbvyKYAgs5Z8vEI\n07QEFMKBVDHBGNAC64fcvdKB0DV4FKYXTAvF1lre3O44GicE64ddVYOOYqSOUcGDFHjX441E6oi+\nLhFRSqYlQjqykaHZl0TJEFaZTCZ0psdbR9nUKKFROSRCoYJiW65ZHM7pOkEaC5zzCB3etiUldbUl\nSwuatqFIIpyth1pHnFELwWw2YrXdkGhNsJ7JdERSREPq0tX8wR/8DOMMpffoZqiip2mK14HJaMzB\nfEq52+K1Jos1reuo1muKdHhWb3YVOlN4B5XpWBRz4lmCazpQIDycnh7z4usL7p2fcWME/8a9Q/Z9\nj5AOhQAFtmNIlwrN4XTKql5zcjqh6wzOGT6/ucHEgqIYIYwj1zFFlpEfjBghWG83HByfI+XlgF4r\nK67ulnzvg/eQkec4S9BBU4caKQR/9Xf/Mr/4+V9weHI4iHsiifGWTz75jMPTLaarGU8POTs8AAn5\n9ADTBxA9z69u6HYrTr/3lA8ePub29pa6d3z47Am1C+yXa4qi4Ncvr1nMM2RZs69K5jrh0xfPOUpz\nJkczfvij71Pu9uz6nifzOSEIFscn/P3f/0P+vX/zbzCJU/7w818OPsokYl7M0EIhRmOE31JuDefH\np7jgubx6xf0HTzBJy/NXL9m3OyaTGek4Zlfuh/HuuxWTowmbck+mc5IoIYkCu6rDuIT9zRXZdMHt\nm0s6YZkXM9oQCOWK0WxCHySjw5zryws221uODw5pG8fKbKm3FflsQrdcf+vV+J3YFIQQKD3g1cej\nEdtdy8XVLefHY5QC0QuEjPE4cp3RGYc1Dc579qUnjiTHswwVZSSJRQSJUZKmqYmjFOKYYCWbTpJF\nPUJ4BBA5i0wUVduwb3qkC9wrCmaR5s3VDUIIsljifITtO6JOQyrp25bJdEZVNRh6omhKnCR0XUsS\nRXTWYL1mu74jEuBzTbApbVehQkMQmuW2gwBJkuE1tN0QPNIKsnzKb26WeKmgtyRJgpOaWEM+mvH0\n6SMuLi4BCa7H1JYQLEoL4njMcl+Rx5rGeKS3FKOcIBjArMJzkI3o2pJJNqE8rLh8c4GWmvbBKYlQ\nJAqUiuiaLUkCKsqRQVKbDh8SRllCnHiMq/j7f/qS40VCrCOiJCGKIkQMIyPwuWQyXXD58jWr/Ybx\neMLpKOf8ySO+/Pobfvr0r+B7gyzmpKXii8+/wcuv+OFPfps0RHz8+efM52OkDxydHCNdYDI7Ih3n\n7E2HsJI8iklHAi0kjx++w/nRlC+/+ZJWHtJ5w/FkxqHQvLq4ZbmveX25ZDFO+OGzDziYT3hx8Zyi\nGNN0PS9fvKJYjEmKjLAVfP/pB1gEotky0op/66/+HjevX9HdO+XJkyc0zZ4saJZXN1Rdj5YBkSaM\nRgWXy9WA07eS/XLNdl8yn8wp65K6dLy+veXB7BAQ9EGgRcLxfMamLNnsa5yFPJ/QNTW7vqW5vObd\n7/+Y67tXvLy+pNAa3/vB95FndCYwHWWoKMK6gE4Dk2RKH2cY25Iczb71evxObAowxLmt7dnaPToK\n3D8pCM7hvCZNY6wLBK8wbmA5Sh2T6xjXG5RUOAJt1ZKmKX0wCGcQWlCbDlc3CCWJhMW4iJcvLocp\nxiIhk5J4NCFTNVGcsduvUVozSnOcEgQjEHgODo7oTEvfBQSSEAIISaglLlZU3Z6+rfFOILKU0Rhs\nekAkBWkyprQrQqRpek/nPeM0YllvAIiSiKZpBs6/jhEoOp1zMEpASvabHaXvyZNT7nYbfv53fkak\nx5zdn3E4XpAejFAS+r5HasMojag6ixEBhB6mQ6Wn6UumWc71csVkMmK5Lzk/PKaxAdtXvLi44seP\nToZEZVBk6Xhov0pPuduTpyl5Nnw/2Vo+fr5jMR6SlV0IJEIhvaHsGrJDjXeaoODB2Rmn3EMi0Dqm\n7bccjSfs1teEpiS0M5yQ5EXBtir5k3/8M47mC87OzhhPcuI0QxKomp6q79lebsmIWJdrRJLw9N4R\nO6vIioz3bcNv3z/ANitOJgWqE0gf+MF7T7m4uUWrmPPjKX/+qy+5vNEI21DVe06OH3B2coq2jq62\npJmi3y45vveYTsfUbUUmBfnpA7QXeN2yaizdzUtORgvavmHfWpSGDx8PxU2sYXpwiEEjhCDKIx6e\nnlO1S7SNaTBk+Qy/XCKlYrleo0WCkY6udRTzCReXNxyenvDy5QtevXrFfDQhOcwosoxXL15yu95R\n9XuCsJwvzmg70N4SJ5rnX35DFEU8fvwUL90/YwX+39d3YlMIgO8NAYcQEikjlI4xqiWPCnrbEEmN\nV56qKYnjHCsEvfNkcULZrFAyIZKSqlwhVUagRcY5mY4JugOvIE6RCD585ylZotg0DV3T4qwgTgRN\n0yGEoKoqlFCMioImtMSJoqx3SKlQKkIpibcC07QUWTZATJIpWTpht69YXd1xehDjnSKOEur9EiXt\n0EZVEKwBYYiSMba1YCsyImQwCBlxt92wGOmhIi8k86MDTkY5wnkOi4wnP/09XLCYt4vQWotQmtB7\n6t4zmR/S2xWubPAhgBSEIIlEYF/XREFRlTum+Yiy7VjkKV3T88XlNT9+dEJrhxpCZ/Zon9D1e3Qy\nxQiJbg29dBRFxH/59/5PCJaQJEjhqZ0jH094cnQ45BWsxXaOrzfP2ZkSYwyz2ZwHJ6cU8zknZ4/5\n9/+dv8Qff3pJEUVsqi3zyZRAwtXtkovlLQ9mc+JRQZxEg7YvSI5Oj9Aq4fuPH2JsTxMkQhmUBR15\nWq+htXhv2bc1sRSYsOU4TzHOsbxdcTzKSVKN8Qk2BMrbO4QUtDIm7PcY58iLgtevv0JnOVJkRDlI\n7/HCk0nJ4/mEXZaibGC8OCSr1rT7ls1+w/HRESOleX79ml2sefzgKU29wwrF/OAeMt7R7Tuy04TT\ns3PioFEBsmnO5npD3VeMF6ccHA6PZeMsRbkWHVISKUlCYJSNaKqSSFmOTx/SVUOrt1pt0CPFZD4i\n0ilZntM23z689J3YFMqq4esXVzw9PaYRDXVdMy5yfB8YTyJWm57S18RRzheff81nb/YkShFFMaP5\nhPnskGfHgiLJ+PzrL7i5WfE7P/otYtFjpCDKxrRNiTQOETy2bTCNRmCRQZFkChHlNL6iyKZEUYFW\nASFhrGKcEkzzjDzPWV9f0/tAnHhSEyPjof8ukghPx9mDE+I4Rrydibd9IAjPyYNTrq5uydIC6T1E\nKbM4JnQGEpAixjQ1bV/x3/6DXxHaFpUWVFXN9fKOJFLoRNPPJoQgSaSkVxp8x9lkQr6Y4r1Ap4rO\ndiRJQt12dL1hOjqg2t2RzibEaHCGOMpY3u2QRcxoNKJqt2y2gufXGw5ygbUe5xTFLEKICTLyECzW\n9Agkm7JECDBRRCokIVKkXhIRs1qXxJkmWEcbBEWacDw6JJlNmeU5aZTy1a9+ze/7wF/7nR/xhx/d\n4PEkCrbrDQkxz569y3RRkIUMGzpkluCbDhcPXsagNBe31zjnqOsKHeWo4xNUmnKoY0pZIwM46XFt\nj9eg/JBRSSJJVmiQkkIPsyWVqOnqntV+T5INqL6mdIzzgtWmZrV/jZIRKs5BOKqu5tG9c1QUc3g0\nYVc3PH9+w9MnR7QiIpWS0WTBQyRRLPj4o19yfHIfGYHtLEeLY15UrzBlR28qvvnmBe//1vvs75aM\nCs3R4oS769eoOMN6z/n5Q1wQ3JR7RlHC5XrNLJZk0xGj+QkvvnhDHwl++MFv84vrF3RXHY+PzpEi\n8OVHv6IL/xJHp4UQD4D/BjhhuKn/FyGE/1wIsQD+B+Ax8Bz4D0II67d/858C/yHggP84hPC//n/9\njyJPOTuZEc9Spomm3LZkWcauWfH66m4YjMKTJYEP3nnMD96X1OUOqWOwBkJFJsbs6y0//PD71I9b\nrO159eaSZ48e4rstRZqzaRpSrRCxxFtLrBO6OEXaisi1FFFC29dkWUJdDUMyDoNrA2XbYcoSQiBS\ngq71oCGKBFFxyHq9ZjaZcHV1xcHRPW6uSo4XUwwO0xmur68ZpSPSWLFqBU/OHvD1F79hvjjkxc0V\nHzw+46ax/M+//Ia/95s3/Pj+gqZv3wI7MrSKUalGyghMYNf3JLkgkjGlVBwkI1ZmQ6YjynKHN4AU\nCK1og8H6gO89SnnSvCCb5HTO0NQ9zmyIImg6y9/9+ef83vce8N5RQZxoXNPRhxbTK2IZiOIUh2OW\nTfj4dsv3zwcgLCQEHfChRUYZaRSjo5hJCp0xZHGC6VpKDy4VzO6fcrff8+Te9/n13ZKfnN0j2ECS\nCaTUfPbZZ+R5ymQ0JknVP5l/qSpP7e4wvWcymZHPMw7unYEPeNuyrCe8c39ClOV0TUUwPb1UyABl\n3zLJ07ecRY8xDiUDxkviKCU7yFgQBiRgmmCMoWorDg7HPDhdYMQQkJORRMY522rL+WLO0cGcTVlx\n72/8hKa3fPTRZ8wWC5bqlnqz5uzslPeePqILgdZotutbPvv0S9579zGEniSfk01bPvnlrzl88BAM\nOLenbSWjSONMy3pZU+5uOT55gAsCW9c0coYpt/R1hU4U4zzhxddfEErLB+//gDSLuLu4IpvO2a3/\n5RYaLfCfhBB+IYQYAz8XQvxvwN8E/kEI4T8TQvxt4G8Df0sI8SEDlen7wBnwvwsh3gsh/L8+1AgE\nUZJh25a7xmGrDoRCxjFdY4iiiND3KG/pmj3RWzckDrLxDC0kVghE39M6iQ8BJ+Dg4IC2b9Bo6mZL\nNp2TJYpqE6jEUCSUTcfGWKQquNlcM4ssWymZTab4MMwgaGXorMMayca2pE4xmmh6IwjO0+w3pNJT\nbtZESnJ9+YrFbMa+2pPFCU3ZkWYJJhiEDRB6Lm4ucEqxrmpu1xYhNjx+esKX/9PP+f69GUSSSVTQ\n1i3ToxOSLOVgPMLjWC93mE2HdoEslTw9ecC+3JCKgRSkncBj6HtLIjXfOz3gMpUU+ZS7m1vaFlbr\nHaM8I441cZayW5dEypFqxS9e3qLx/PCdB9iuJyNCe4cIjs1mw2w+4mZ7x7OjMVIMIJrOW2KhMBYE\nMVEU0bYN7VYQa8XWtxApvNP0vmSWFah44GemKqVzhiiPsMajtCDPc1QsWMxmBCVpux4ToEiG1qQO\nAZkktDZQlw2u2lHGKT+XCR8+nBGiDC00BIdzDusdeT7C2eFzdCxxhcfhyLxgves4mI3omj1JpHEy\nYz7WBBdou47leoM3PdFsxHQ65dX1CrPcYqIYn8SYzaD1m06nPDiYkUwGL0kYT+iqGpEKQt1BLOit\n58Pf+iG/+tWvcV6Q5TGHhwtGkyP2yz19HBFFEVGk0aHDakXZdpw8eMA/+pM/Y1yMuH80QXjDbbPH\n7nqC6Xl4+pBIBrJiwsXtJS+/esFP/7Xf4frumv3y28tgvg156ZKB0kwIYS+E+AQ4B/5d4K+9fdt/\nDfxD4G+9ff2/fwtx/UYI8SXwrzMg3f6pl/cBIRRZntJsSuKkwBEIMkZlmmA7kjTi8mZFMVtgttWg\n+d43eAHegwpDf3i7q0njgcOYFjGdCZhgSJMUYWpaA0ELfBOoqo5xokiiGBUbjg4SUjUj0zHCO5re\noVKNtx4lNE3oySV4HKYLuCD4+uUFD07PiFRAKYGSkjwbERz4OENGEXnukbGmaRq8N4wmBzT1jnQ0\nInbw7uNjpknG3ZtbXu4d41RDJCj3NYvZAa431M5iTU1Xd0xmC955dh9Ugux7ttWWYlwMw1tlTZxq\n4niM7hWr5Z7XLy85u3+PbVXSdDVxMkfLjnE6pyxLbN+RJf8XdW8Wc9uanWc9Xzf71f79bs8+fTUu\nu+wqN1WOC8eOcQArKFwgCxkIFzgiCiKCqyChSJGlXCQmihwJCSHDRQAZghOE5IQ4JrEc22XZjl19\nnTp1ztnt369urtl/DRdzBypCDifISOV5s6X5a2mvizXH/MYY7/s+mr7vsdbRY/i1d885W6RMNZSV\nRScSqUfX6tnRCV9653dJY0MfLPQBE8d4YYhMTJKl3N7eIkWKV544Viht6KwlyMDQdqzrjuN7d9i0\nFYdKoIRDecMQHIv5IalfcXyy4MXlNTfbW7qmYTY/IUtitsOCYVujU8V2v+NscUSaL8CPMJp1VaGE\nxjpHrBVIj0TSuA6CBSTWekIUYe3ANJujo4TdxTmRlgxCM7Qr1i6mbTxt3VDMYoJJGIbA7XrNQZRw\n/JG3WNU1fbVlFuVEokVZy7KYoGKwdYezA/Plgv3gISk4nE2ITcL1qqIoJggjqdqB8/M1QjpkJIhR\nrDZbdBJz5+iU2TyjKXesQsfrd05p64667ImjAdk4TJJR7S3eSzo1FrHt5Yq33niF3/zCF/jcpz9N\nZq7/8IrCt14voTCfBD4PnLwsGAAXjO0FjAXjN7/lY89e3vsDLx8czb7E2QlN65jNcqT09J3HYbGD\nIE0M2XRGnhiUSuirjiRVuABCCroQECYmixnnBj7grETFBmRK73sEBsmYeHSQT+niDkRMahTD0LGI\nIlonaQeL9Y44hiKKqF3Ai8AkzaEbCDKwrytSHfGxN1+hrXocGikE+7pjepDz/rNb3npwwOX1DYSI\n4Ac0ip0d8LsNqAS3aonzjDzSlIPi3cuOPLZYK8EHjg5mSKdw8uWadfBESUZsBE3vqasbFsuCoCI2\nZc0kHbMZsyih3FQMOGZZRF2X1DcD73zziqr8Gn/yuz/F8etnfOm84sHJhLapOD045mvPntG0ms63\nSAS/+PkP+Mkf/jipdnRlSWwkKlh+4wtf4r/6O/8AWUxQQeGlJjcaZQwmktzeXDFRKSoLo5Jx8GjZ\nY4cBLQ1Vs+dweUTbDPz8L3+B2TLHBsf9sztEsaEaOqIkprGKg9NDoizlcL6gKApEJOn2LdHslIae\nu2f3sF2LC4F8kiAHx+3OcpqDEaCEwNpA023BKaSWBGHGOVKA1EwIvmdoHWKaYoiwwRIi6HpFlEYU\ns4JqV6KNR7qAFopBDew3DTIKNE3A2wqTJbjgyJKUtt0RIbnZ7cF5YiUJQrG6vsUZwVQqbBIhhOJo\nOeNme8PgDUFG+EgyP5xy53iCdA22trx6/wwhBM/2z7BBcHqwIBjDi92eTxyfkkaGddNQXexI05SH\n9x6ynMz5+MOMZy8uqcs/xJPCP7uEEAVj/uJ/EkLYjXCo8QohBCHEhxdX889zH45mBU3nULlgfjih\n3/d03qO1RqsILx1tZ+kHS1112L7HikCiDP12h8k0uZkhRE+S5NzWG5RSREqDbfDBsN2tuHt8ynrf\ngLK4aEbdOorM0nuo6oo4SwneIZ1DGYMKkvPbW9I4QwhBvR+z+Npyx2SxxPUdQiaEGIILdKEf3YV+\n4PQgZVvVGB2PP5aecVhoB6JI47yiiVuWszlXm3NOl3f56//br7GYxggpyBGIYDi6s6RabzFZQteP\nISxSBPquJZWSvuoRfssszZEeGNy4PkwTdusdLdC5DNGVrC8v+ZM/+BmsFtTbkjcTwW6/Y1kUSL/j\njcMpNkrYlGO4zTAM/Ma753zvx9/ARZpV2ZNGGefbay73jjuFxglPEmuGAImSVE1PrCVqYoh1TJ4m\nY16jc9yZLVhtr1jMJxSJQcTw/uNzgoBcx1xdXiIiQZJolvM5q/IWTU6SJKAkq11JFOkx0GaoyLMC\n6x2DDwQsoe1BCb5+vmV+f4rzA8vlEo6mrVYAACAASURBVCEHlC+w2iKEwCMYOksQHmk0sYpIM0Hh\n5wSp8N6jCPRDTWc76rodWwHXYSOHNjGRDySHkqEPWNNTNi1SSsATa0WWHOOBaZ5ggwftkEGxBbzU\nxJElnxxT7naYYoaOx/V5nqTYoDHS8f57j0mKKbuy45vXN9zerDnOYoQQrIwgKMmsiCk3Jdf7PZNJ\nxtnRIY8vb5AyYbe/QMmesh5YLiYf+tn8UEVBCGEYC8LfCiH8M27kpRDiLIRwLoQ4A65e3n8O3P+W\nj997ee+fu76V+/Do7CiAYF/u6PsEKQTaaHrvGeqBpMgwk7EIqTRliqBqaqRRzOYHtL7GmIK6rbh5\ncU6SRshE0w8tslP0rqJqBc/Pr5kvpggv2W1WxHnGfr9HeY2J0xFGIwSmSHBNR+kHinRGIwRKCESA\nwbaopKBar0nzAts3JFEyyqeVRAySxtZIadh3FdZ58sqRTuZcXTxjPlviesXOlRTa0LV7JDk/8Zf/\nW16ZZmSTnEgMFFnM9e2avI3ROmJwPV7AYZGz2u3IkzmDrxi8IDQD3lYIWqazjKbxhNChshjXDbiw\nxRHxxz79NgdFxJPrHUWsubi65t7JgsQEbF/Tdy2uT8iBKCtgsmS7qShvduRJR6E8umn51d/+babL\nOQOO2MQIFzg6WlDtd2RJROgDvrF0icaonkEIjB5zL0+O73JzfkWjDAQ1tjMmRUcxbe+wZU1ipvR4\npIrJ4oQ4NrQWslSPUXhYnHW4siTOM8RLnN6Lq0uGpqfsPD/61nI0iO0bjPEMEiKnwUS0bc18EhGs\nwmJpgyVG4ujw/iVcSAmMTBEmAj9qMPbBEklGGJEx2KomMREuMpg0w9d7VGoQ3RjD59VIPW/6gVQZ\n2rYliQNJ7On7hM3tDdlkQuJ3pFGE6Uvm6ZRMwrPrmodnh4QhcJYn1EPHp1+/x225hgEWiznPnjzj\n1Qf3CUSc3LvD6rbk8mpFFicoKZnOJtw5O+Fivebqxf/jEfz/XhRe8iL/G+CrIYSf/ZY//a/Avwf8\nlZf//t1vuf/fCyF+lnHQ+AbwW/+i/8Naz7NtM2rshy1xmiGCZ+ha4jRD7vbYIWCMQqxKLND3Fi0F\nN7df4vTeRxjcBbE2pCrm6uIW7wWTScZgG4zOKTdrVlHCqnHoKMZ3jvLiBbNpQaR7aHq88CRKYqoY\nF8ZQjb6/5Qtf+TJ5kfLKnXsgE3zoUSZGrSukVqB39O1AomO2dU9wsPM9M53h/Y7X759Rtw0mzdjv\nW4RumBQFVze3vHve8ou/9fs8Ol1wOs9J4wzkqPA8SWM0Hp0aEqnpu4pmgOOjJcELttvx7ayUICiD\nNoq+aphkGU54ijTDxS0hCDbdDfeXCS8uN8xSxfPH5zw6m1J1Lbt9y53TY9ZVjVcNmUpJYoPfPOZ4\nMmei9rTbjizVNJ3gV56s+ehiRpAxsRF0HjarLV5K/P6WLMrYDpKod0iVk0qDDY6qdYhgmc2mBCnI\ni5wYg4wMXdNxeDilHwxxHLO+XXFweoyxAds72q5h19cIYTicT5AS4iwhuPblqU6wjDTyQOKHjs9/\n85Yf+Mg9RNgRUIShx4mROaoRrLYjVEYIgYkyEIG+gyx1NF1PpHI0jiRKcB464ZFWcnBwQtM0KDMG\nq4rgsP1A6Bp0pAlECNXQ+wYRFDpSTPT4mEXTKd72DJ1F0DMpMpJUE5uMdVkzny3ZbFbI+ZTjgwnr\n9ZZ1X3J0cEwmEmzTY1RMPptT7dbkh2ckUvG1d58SK0GUz1jVJaYbMx63zzZ88fe+ShJpzL/EOf7D\nnBQ+C/wU8MWXPAeAv/iyGPzCSw7EY0bQLCGELwshfgH4CuPm4s/9izYPwCgeqQbQGoWmHwLBC1Ap\nZd3RvKQ46yRDWkcySWn7gBQBnRxxfn6O0YyT7CTDupZERTy/3YzCIuHoux7bdGPaMp7QO+JMcDy5\nQzCGsmk5f/qctm8RdmB2sCTYQGsHHr36JsMw8LUnlxws5wThEP0e11mmywU6knzxq89fcisafuSz\n34O+3mH7PZe3t5TbLcJIjEqQUuODJDIV//Uvf5lCWebLu0jZYuKcIhsNRftyhxSCaZahhMAjCTol\nFg4TAkiN9gGvepKoQCQKM0jqWBGCxXvFarNGyQQXBKs+Rl6VzCJNuasoJhmbbly1KtvxTa/45pNz\nHpzM+cbNFW/eO2BwgtOTObNM8uLJNfH9u3h6XOfG/Ac7QlLafmDQnkjGZFHBqm9ZZhmDH7jdVBzO\nDji7/4BCC548fZ8333ib66sbIm/xsUa0HZPJhKYf06+X84Kr59ecnI1rxNYOzCcpRwdn7G83ZFFE\n7x1uaHHWY22LCHJ0Z2Y5cZzyG19+j2eXa/70px/hFGiRIvAEBoRt0ELhnUBqSbnf4qWgiBKa2qHz\nlKbviGPDtmnG5G2lCDZQ7UqEDNhBII1naC2miEnTHOc9XkiwEZELCBFwfhhbFuHHWUg0ZkEqMaoc\nhRhVnouZ4MXVmvv3H9Lv9zQBjk8PUNeKIpbsm5okyXhwcAc7DFRqShRpLm7WvHW0oBMDOp2QpYFp\nlKOUou4HjJJgHa7r/vCKQgjh1+APNFn9yB/wmZ8BfubDfgkhwIqAr2vSPENYTxSlWAaqsqLrB6J8\nAoNDRZrd7Zp4ViBEIAyBJJW4riXNYmICwuTUux0YRSJiHD3TYoILFudbtJhiMouJNTfrFekkR1nP\na4+O6QcwWkAvEXFgqAas68jSCd/xxn1WFxuiQiOl5PxqTWoCl9dXvHU2Enx8l3Fz/YL7D07od5KH\n9z6Gsw3rvWW5KMjUaJH9ja8/JzMeEaWkxjLPl6STAhFqvO2JZEDFKWaiaRuH9j2haxhigXQZaWIw\nscZrA0Fgek/VNSwmcxrniKMB6xOkAdmD0BGVmFL4PSYIdquKo/uH7FY7kiLnvWcvyOKI51c7XFPz\nzgcDn/m+7+KL76zZVc+5c3KKfXbD6cHk/1rzaRnYNz3eDVSNx4SaPssZAuz1gLMSI2vu3X3Ev/bD\nfxypBUHAz//Nv8md1x6wLvf0dmASj0AWN8BiOqErK974yGtsLy6JioLpYrRVd03LwdEhdblFGkE3\nOIp0zuBLTBpRNg1N3xEhyGYTbsqGi84xFQNRGmFbCSpgTIxBcrndEQS8ev+Ei8sbdKZRagTpBhuQ\nsSLSBqk8BI1IDRiNDo7OesTgRrhQ50blKBqlPIPwyFjinUUbxWAFwSnyiXwJvhlhMlkaM/gA3mGt\nR8uUbW3JkgmF6Om6jpPllJtyz9nJKfuypek7dGTIkzl4y0feeour55cU0ykyi7HDkne+9i5dcIRh\nIJUBmcVk0/zDPo6I8C8Bnvz/63pwchD+7L/5x9Gi5yBN6VXEyckCfKAdBqZ5Tnl9ybq3aGlwQtNW\ne2IZSCdTQu9RacbFqkOpge/+6EMmMQzDgHct24tbLtYbHIIQAh/96EOudwMHUcL57S3omP16S+8h\nn2bcXt2yWE4osglCOFSQdG7EuFduPB2UN1t0HIiyCVXdjTvqqeZ0mREcfPDsBV969wLbtzgV4Zwj\nisdCBpJ/9O5zsnTG0cEd3NDglMOVFScnEz744AnLkzPmeYxJM6RUyCAxOpAniourWwRjjoLyEVcX\nlzx4cI9BBjIfMTCgjUSahChIVvuSqu1ItYbmin/7+99gU23ZXXeoSNBby9k0ZnZwyBe/9HW2W8/3\nfucbmOmEp08fM0kzdKRIo4inT6+5c/+QbpD0tuPh0YKLdcvJ8YRt1WCUZvAdM0bs3zfOL7m5WbE4\nPcYEQds7/u7vX7GxlhAc02LCrm7IDTiVkESS+WLC0NTcbnecHCxZb0uyKCadzvG+hapBJglZanAu\nZnA7Nrcls0mOyXPSKGdXrun9yMqwIvBT33kfKVu0lGzLmizPiZOIwTr8MGCdxwdHMZliXQde0LUj\njNi7jijK6PsWACEjong0mMVKM0SSWEb0fYtRCb13qGDprWO5XLK+XTFbzPF2oO1bYh2BGFWjQkkE\nCqPHNtoFjxISqRXeW7x1NHUFCHQcvSweCh8E1vV4P2IFbO+I04iq3JOn4wAWoejbbrzf1/zkX/rv\nfieE8Kn/t+fx20LmrJXiY2++QqEVN+WO0FvWtysWkwLZB3rTIvKCk0hiMjPmJihHEJqbXU9ZVzw7\nf8z9paa18Pu7C7abDcU0xQfBbFqAUBws59R1zbvvXZJFhouwI0pSnG1JE00WGxKtOX37IW3bEQZH\nlBc4NxqGtMpJmpJmtSadZcQKqs2GJDJEoSfqLLuNoywHijTlx//Yp+itJUrNqKBzdnzzCM3P/S+/\nxmc++3H2t9fYYFGJ5v7pMZcv3h+HlsHz9LYhN5Z7x6dkeczh6QneOJKi4Jtfe4/MSNIipz08IArD\nmGU5lWwvezISgm0JQjH0HYmJ8M7y+oOHZG+8gX73PWLfEEeabmiZTKcEOt5883W2VcsvffmcH/2k\nZDmdMD87ZbfeMEQZd99IWJ+/IErn/P4Xv8n9z30HaMNNuSe0PXk24YMnK6rllHZ3y/GdQ07vnDHU\nLTpK2fvAk927xDbg0oRcglaWSE8YjMUHT1VWnEznI9HJChJtkFGECBWpzGFhcL2gtpKJglhmrOWW\noDQiQNVZjo4P6MqeLpaU12ue7xz35xKPosinIAa0iIhTuNmVZJMChaAbGrRUJMnom2ndQBLP2exK\nsiLBOcBKBANBKkya4KuawQS0EPR9jYg0Rmm0UTR1iY4UTd8QS02ezmj7Cg/gAxJQxtA0Fc4J0jwB\n/Gi48wonAlE+e0kd90RaosIoLY5FzGAbBqdwfo93kskkp+8dXgqCdSil2JR70kx96Ofx2+KkcOdw\nFv7Mv/FDFFohJRxMFmRpzm2zYnu7QumE3lliIbAuYF3P4AVGe7wNYziqMbi2J88yIiFonaNpGmb5\n2FObSCGVIpKKFxdXnJ4sSPMJoXd0Q8ekyEZjUSQRYUD6DKEDzW6HjjJ6a6nKmulBQZ6mVPuGfdty\n9+SUfqgY/IAUEUIa0sTQ1T3eO/JZzOp2zzQvkMJhdIqIJB+8OOd//Pu/jTGC4CNiev6tH/1u/vLf\n+gdMs5S7iyUff/2EZ9dbZJSTTw+4f7DkzY9/nL4t+eLXfpvdas9+sDgbuPfKK+xurmjLBqM1ToAK\nIKIYZy1d37Pebfmxt884PT5mOTX0dUXbDfQ20NuO5TQmSQxZtERpz/ntBmsdtutBpUSRpTACHxcj\n17PdAhmqMKgATdORT3MUgTBYtIKLm4rXHr7CZntFPpnxfFPz1/7Or0PQWOcpZhOiJEYNAxKBU4II\nydnRgl1do5TB9wMiVvjgyNMMHyCLY9puTxzliDgi04ab9ZrYRDjXMNSWuIiY5wvKZs8kz/mJt4+x\nYaBvaxAxg9uTvow+b+uG3g7kk/mIMQSUGgd2SgqklPTtGNjT+oFIaYyKWZe70a0rHLE2yEiAj1HC\nIeOEYDv6biCJUlrbIxFj0Td6LApS0nUNcVLgXcdkNmcYRpObcwNKSAKjsAzhX7qEJUa9/I5Cs9mt\nUcaA90iT03cN3dCTRIogNL7r6IbAv/tX/gidFAAWxWhMae3A09UzlNBMZwXWWobQY6Sgdw5popdD\nGghCMMkT2t4SmRxnWura4iPB4AUORYukaRtSHwMWbSTaSFZlRXu5IopTqr6m2CQkseHunTltObDt\nrqhWFZVzZFnMfl+h0ZyvNsRZyma7BWl4793HRJM5gx8QwZLGGR/7yF3+yT/9JlFaIPuB2g8EL9na\nnjiOabctr9yZ0voNu/d3/MAPfg/BD/zCL/4SF7cNF9c7Zqnnf/qfv8qDVzPOlGKlDDaH7Td/nUHB\ns9s9VTvw5a+u+NRnv4PN5TOub7Z0XcWjuw+xdsO7718i2z1JkvDRN+9yJmE5S3h684J9k7O+usFa\nTxwbposll5vA2d2M84sV5eqas8OUrrI8fbHm/lt3+eDpJc9Wa2KdgjdMpjGnB4a46pAmAQ+tCkRa\nonVBv2shm3KzvQa95Gq7pd976qpHR4EQHO1uzb5SGBFhUs2BLtC54svfeA+VaaRPmS0ikt6hlkfY\nIDk8PkJrzUfOzthtS9575wvkiwO6fs8iO+LN7/4Mt1VPt6/xwx7Vd5TrG6o+ZgBs51GmQ+sUk+W0\nVU2+WDB1jgFJW5bEkxyhBNV6TzZJMCjSScrQ9UxEjg+OoaswWEySEgnJutyz1HOC73HOg4S+7Wic\nZTFbYvc9+mUxUFqQRCnWDeioQARQcfay8AQkAhVFDI1DxQ6jIYpHT44y46xjcBa8ZzGb4wmjUU8r\n4ihlJvOxhfCCaDYdoUof8vq2KApaKaR3Y+5hkdF38Rj/5TRFMer9fe+J0oyy3GK9w3kQKqIaOgbb\n0MaBOI45eXjMo4ev0uxu0GEAFPVuQzGd0Gy3DMGjmRNHgrJu0DKirRuyIuVgMkNpWKuIe2lC/ypo\nqRB2NM90Q0vbWGzwvPL9b7NZl6g0Z7fZcnA4JdYRZVlSFAV/4rMx6WxGeV1zfn2O9ZZPfeKjvHf5\nnDfP7jCNLH/mx78XawLCeZ48vyL/1z9HU67YWUemp5zcPeTy6XMWRwuun11iZ4dkAqIoonEdeWLY\n77YYGXP+9AXu0RGz2QShBZPodeQPB0ycIpzF9h6ZKtLgue80Sgb8/TtMJjmb1RWd12TaoLSgOAN9\n/y1udhu0hE986j6zVPHaK6/QtS1d21Nby/b6lk2/56qr2e56hDBUdU2qDGVbo+KItoTJNGFWvOCd\nyx1CG57cPuV0dkyqBC+aljuHx8AI0in7iuGm4tU3HvE7X/oKZ8eGSTKntY5+vcYkc9LEkEr4yGsf\nIZ8l7G6es7ldk3lNNJ+zutmyXm/phz1pFtGsr3lwfIQkYpoldKpnd3NLcXRIuduNYazbLd4OeC+Y\nTnP6vkUEiBNN13VEcUx5uydNCjCSptlT5BOUjiGAVIrldILzQBC0gydLFNpEFEqzKzegNNZbqq7h\ncLKgaRqctxT5ZIyUQ6G0w1lG70rwmEQTRREDLXXVkSQJ2ihWt1smRYbD45H01qOzguVyQV83eEaa\nVWcHvLfk+YeHwXxbFIU0Nrzx4JjbmzVBKz75ie+hrLfkyYTz86c0VUvftLz19qusL29GeGsSoaRg\nsBbbWz7/lSfcv/+IWaGYqI6ekkTnPLt8ysMHb1GImlpMxgitaFwHdb5jcTIZj64SPjjfsukFj+7e\nxUYKaQfiSHKzumaSGozSJIkljzRD0zKfFQxecnT/IWWz5ckHT1ntShazCZNck21aXOz46N0JjW2x\nfcObZ3dptzvCJCdhz37XEklNksXQt2STnIlXDIOj2ZYslwf4YWB6MCN7KciKTIRqO2IJZQsy87z5\nxitU5ZY4zXFhlEVHUcTN9S1ZPiNOU+h69sDVxVPunJ6QRYrb62t6AgnQhp7DyQGb64FODmRJynSS\nkCcRzgu0G2id5/HzFxwfzTg7nPIosgztKY102MGRZzHeg5aeX/6V3+ZkMePHf+y7WJc9n2wavBJ8\n7u0Z26s1z/aOVx885He//phPvvEaf/v/+MfcWuit4GE/MNQtqw+e8Hv/5Hf5C//hv8q7X3/CSVxS\nf/UCpOFv/9bf4+7DR2wvSt47P2dbtXxPavndr12QpTEqjXn1+JD19TN+6oc+xpuvHbFe16ywxKcn\neKGIrKRsPfhAlOZoEWi6lsXsgKA8aTTBtjWDdCRS4VFsbi45OliMjkltxheNiBFaomyHN45ZlCJD\n4KoqyWWME540N/Q2kE4KJBKpBIlOaLsGJTUh9Fg3IIJgV5YsD0fVbOcHnPXEicYOPX0XKCYpdd0Q\nxzEieDIjYahZX5Rj+jgS7EhbD0EQuj9iM4XX7hyHv/Gf/TsI16AxBGPwOJzt6QfHNEvBj5sDrfWI\nYnMOqQV1O+LX/suf+x/4L/7iv8/7L1a883tf4TPf9ykiPHky8A9/5wkffesRi+WUm21J2XmMiThZ\nTFCRIjMxUgm+8tWvcvH8GVfbmtdee42Hp0ccHS+IAdePcfFd16KNx7UWpMLEMX3dkE5muODAO4yJ\nR/lt16OMZpqlNF1HIv7vrAMhDIPrUeqlvbkbkCGic1vSdI63LZFMGLDYtkGYiK7pWRzMqcoa5wZi\nHdNZS57n3Kxv6fuBNE6I43iUgccZSgSMVtxe35Dm2RjGmiS43lK3NUooemexHoLrKYoJSqkxDRtY\nbbcUaYaUgqbc0djx7dn3PbPpEts2FKlmPwiK2ND6noBhv7tGmxmRhtnxMeyuudk0zI/u0m5e0KNH\nynieEOFoeg+A0ALvYTpLqKoR7V63HdKBVIGqHRAEWidwbcXh8ZLZZM7lxYpOSdTQQAjoRJAowXy2\nYLftiBOJjhJECHhvMXFKJBW7siKWgsFobN+RRSlOBXa3W7b7Pad3TjHasz5fIYRgvijwOsZI81LW\nzOiVCAKjBH1+l/r8HYpkJIVX9ZZHb71FPplhu4EQBC+eX6B0GEN9gqQNLb/3lafcPZ5z92hJ1zqM\nDERJjPcWpSVJnI/btCAgBJIspmkqRBihRV03DkjlS6BxrMaNGUAIASEEP/af/tyHmil8WxSFN+4d\nh7/25/4Us2nOF77ymKPDJbum5GA6Z76cYWyHCwEpYta7W5TUOBHhQo+3giSSXNzcEpkMtKfbe85O\nMtquJljDrmxY9ZZOpljb88o0o6ZhnifMoxgIxNqAsGgd0buetqqJiwQtUqTStM2eSEX0XUWWz+n7\nHVJmWDsgk5g0BBwCtOYf/r1f4V/5ke/n4Pguq9tbZKrQXmO0om4rnJX4vkMQkLFAKsMwOGKdoiKB\n8IqqqYmLGOUVQUC125IVCSpO2dUVOhiiWI5T/SRllqWjeCYobF9hvcM7gfcWiUJqQ5xnVFVJ6DtM\nEmPbcSVmXUMfBAeTGW2zQzhLM1hinYCRRM6zbWtCkKihZj8oum7gkx9/hQ8eX7E8XNI2DVYIlDLY\ntibNYrqmp+0su2bHZDKh6we8dQxBkmgFUYTuB+JC4erRfZokGUJalEnYb18yIfqOYjIdBTl0FN4g\ntML6AR0lY0yeD2AHpIjJMknfQ2QMrm4R2Zj03dvxLeyHgTjS9EDw43cZGENnn37wVR6+9p2strck\naUboawYscTTFiZ6JiugGB1IgpadpBlSsCU4ig8BpTxqgCp5Mjga8oEZXpvWeNFa8xHqQRBnBC27X\nNyNkGE3wnmmRU7UlQkrwYzHUJsP2AyZKCN6ilEIZje0dUhlksFgJtm1AjuvMKEqoqpIkyXA28Cf+\nws9+qKLwbUGIAk/bNlRlzZuvnBL5nldPj9FecphllJ3BRClBOvBA8GQ64iCfEitom543Hr3C6dGE\npA+8/soRR0enPLz3GvfOlrz95gM+ev+Az37kjO9/65g3XjlkKRXVvkMMFZHQTCYToihBCY1WKVkx\nJdYTnPP0fc/J0QE6NTghWe22IBQ3qw13Hz3EpBmVN7ReI4Llhz73fbjBU21W1M1AaKDra9qhxzpJ\nwGLSBJHEDJ0c8eiD4BuPH1PuK2o/kE4zdJBYP7Bd7+gDrMqORGekUpNGgoBEpSneWnbrDXYYcLbF\nRDkqSvGih+AxsUYoT2j2CCVxOmJd1ngGYu2QQZNIjfWOdDan6QVJOsUi2G22XO9KsiKn7T0qn5Mm\nkmkR8/h8hdcWpwR100Lw9FVJbYexEAW4e39B5C1D3ZJmGik8rz88YzpLOcxSPvbpt6l7j/Q7yrqi\nafbs9nuUUpxfbekGRzKbIDQ8vdpSlT29lpg04enNmptVObIlbISUGdJbtruaqt6zbyquyy112bJe\n7RE2oIB0NsFLjdEJJpIEKVAYyv2ebHmXqt1TdwPWKaJsSlMOaGMIbWDbDaway74auF5VnF/ekKiU\nEAKbcosKmrIH6RWr/Z4WSV31dINDa413BqUUqYppmho3tJg8RwmNt+PwtapLYhmjZYJHEMcpSZKM\nMn/GHMimqUZokHRcXT5nvSvZVi3GpChpkDpBSUMc5WiVoNMPT53+NjkpHIW/+tM/QbCOtMgQWpNG\nMbebLUWRgvD0dU/TtMyXc4T13G42nB0fs93vSfKUfdMQqTHhVhnJdFLQDg7c2Ff19YDSflyliTFM\n1QX/suJKQvC0TcP6dkWepASjmWQ5w9Bze33JcppTzA+ouhbnAsEKymrPwdGS4DxFHLNpKoqsoKtq\nejEwyWYE76irDmEUWRzRdR0qilnOZ1yubohlRGQkZWURckAEMCqi73ucCMzSnGAUzjn22zVJmiGj\nFBlAMio9hYb9uqRue4QI+KEdQ04GP7onVSAgkFrRdzXWQR7nmDhBCo11Le2+ZLKYc3u7xsSa2ER4\nBN46ejsQnGUym3Bxdct8vqSYztivbtj1Fi09231JOjthqjWRUWhvCVi++t5jPvH223TVntpailhh\nO4/H8ztf/Tofe/U+QzQjjyVa6DFlOsmoOksjRtL37vqWaWHQ6YR2XzGdZzRlO2ZP+o48KdA6YrPf\nQldBEiGCBt8Tpzn1ruLo6Ijee6zQbK6uKLKEJM+IY01XW9xLH0Q3BOaznH1d0ZZbDg+OcUpze3lN\nlmXks5y6LMf2sLckBjwSITRX6w3zSUYapwx2TNFum1EI9fRqTT7PWcjRGn52NPpORJA06wo9yVAS\nEhNRlTXLO0cEYcD3bDYbXN8TRTEmSXE4XD/iexgCUoGWAhfGwXiSpdRtj0Kg05jgRt3DD/30z/zR\naR/evH8c/saf/9NEUoyBnyoef5R+1JrrOMK/7IvsMPbpIsAwWJQCbTJW5ZrjxQHW+vHIpA06SYnT\nBBn8S+14jEJipKTtHUF5hm4YUfBSYIyh3O4QQjE7XtDsSkwQ9N6T5BH7sqHIcvbNhjye4vEIndK3\ne9zgmS3m7PYtiR45Fn2zYzpZEMTLGHuTMp/P+frXv8pyuqBta6p6x/zoLla0ZCEhKOjblq51HC0S\nvAwcHh4SsHzjnQsW0wneBIzU518cOwAAFI1JREFUdEASJM3Qg4PpdEq136GUGbmNShLpscdsqj19\nsEgRY3xLMpm9zCuMGIYA0qGjBOsddbNn6AVKQO8aZsUhUgvKXYMIgnao6W0guBohA0LN6PYtu/KW\n2dEx588vuHf/YAxM3TvSo0O+880jnq/GRKx2fUPd9iQ6kGdLnj77gLIvUTLl8uqKOyfH3H30iHfe\nf04uHUend0mUZB8glh7ZVsyOTri6XBMZmOQpdl+hjaTc79EmJZsUNOvbUV/gLMJ6dn2N9YaPfcfb\nXHzwHGk0q+2Kk+UCpRRN2xJFCQhFMo3oGxBKUswn6L7j/Q/eI0rnbMsdpydzaAZQkiRPqZqeSEDb\ne+bTjHVVooMhyWLqxnNb7kiThKPjKd22RorRjyCCYBAdOspw1jIppiP7RAu8UzT1DiESosiz2TXk\nWUKcaJwQBBvQWiKcwAeLMinCO5SJ8DKghaYud8gkIY1yPvvTf+mPlk4hSmLapmOSTbDWU9Y1d47v\nEEcp2/UNPkjqruPw8Jigod1vSbMMJzSRNkytJclyzi8vSeKceJoRAVdXlxSxYnDw+L33CRLCoLn7\n4Ii+GzhYHLKvdhSzgsEF+rpmNpthy44wQEg10RAQThALyb6rEU5jspz1qsaKMS3YE+j7Bgj84t//\nDb7zY6/yibdfZz/EJKkgjQLeB85vNtw9uUNkEhaTlFWZkRczlE0R2mFkjF4c4mxL3/d0Q8X5k8eE\n1nE8iVDGo8NAUzvAY9MMaQT5NKNuGz7/m/+UT3z6u9BSENuWquzp7MCimFHoiPXtDct7D7FDwGUe\noxMIFR0KTcDZHtE70miK9BWZiPG2IjhDW9Ycn04oL1o+/+tf5M//Rz/J7XrFs8vnHJ7MyfPAYmrA\nH3G6SLm92XB585xPHmre+UpDnMesbtY4D72FN95+xG634+BoyYnLSKZT7hwfoEzKVMU8OlhAPOLx\ndrcXTKWmlnB5fsHRvsNJKJID0ukSsRyp5bXXo/swy9nv92SLQ+qbKyITSOOUPNZ8cHGDCzBLc2LX\n8uSm5HAxJZiMXkryNKZuHO+++z6vv/6Ielex215zeHgHaTR5YZAioWaDCRHrneXk3l12NxcMbcdG\n1ayuNjx69SGbXc18PiXOLK4DOTiy2YTy6jnd4JFKMZ8f4JyjCZrNbottLVmSkOcGPZsQPGijiMy4\nVhzCgPajhdt5NyaMC8Mw7AlBMNh2DBler0iKGSI4hv7Dh6x8W5wU3npwGn7+P/8PCGH8UW73JbFQ\n6CzBDpI0U9QNqFTirEAbiH2g6zqkBOcEUkLft0htePLsgo+98RqPnz/m1bunrLcr8nzGvmzQaUTw\n43BtcbCkbywauLm+Jjs4RvkeGeBq16BCz53Tu5xfnzMpjrBDSR4nXFxfQYhI8gwp4fmLx+TZjDhL\nadue5eGMerseV3RFgmstOkoZaBF9wOQFWWy4vVqRZQkm0fjBY61lulwS+p6gFOX6lsnZKbK3uK5m\nEOlo2xaa0DmcGdWGJ2eHvHh2CcDx4Zx9PXDnzglXt1uapiFKEvCW9XrLndMTRNcySIWMBMJJdByh\nlKQpW6IkhSCp+xXtoPny177Bd3z0LRaTmPPnlzy4c0ZdVySLGeePnzAvcrZtx2y2wNuK801DnqSY\nOOX+8THvv/91vBMsD8c8ieOjU7a9Ynf5ATc7Rz80FHGOjyWJSpjNMzoryBYTJsWS9772Dq+88RZH\nR4fU7Zq+gW5zSRRJdmUHtiOeZQxOE0t49uwD7r3yiHLf4a3DyUAeJwxdTzBjLNzm+hIlI7yW2GEg\nlposTTFFgRs8+90K5xxFkaPjCCMjslRzfbPiYJrTDJ5pltK7GiNj6rbH9j3BefJJAX1L13VoLUmK\nCVUzwn6DEPRti4gkqUzp2j046LqGyXzGfl/SdnusC0wnB2N75OwIq2kqtDREiaFuG5SMxwKuJEkS\nMbQd2hjcS3fmdlsynRYkWUrTdDg38CP/8V//o9M+vPXgNPzVP/unODo+Zb26IjM5tWv5pf/9H3N0\n/xE//rnvZ2h2eGkIbsAiwA40dcdga+aTKUHAdHrI+YsnNE1HMZ/R95bMSPI8Y73eoIyiqhvSSNNZ\nmKUJexuo65a7D45ZPXnK8ugOPR4jY9JMUlUtddXC0JNMC2w/sNuucEiWyyW964iJ6FxLWhRoH9hV\nFXmWYsyEpt0iBPQeEhXD0KK1Zlt3TPKIstrx4JWHXD+9oOpalpM51jta70nymIsXOz7zA5/g+dPn\nXK/3GL9ncXxG8J6AYr/fkiYJQsTYvkZ6S7Y45Fd/9R/xgz/wfThvyOZzNte3tPWGPEm4qUpOlwco\n5P/Z3rmEWpZedfy3vv3e++zzvvdW1a2uSlVSnRib0N0DQQ1tBmJMTzoOxMwyCARUooIOWuIgI9GI\nmYmgKAQRM1ExU6OCCGJMN/1Md9nVz9v1uK/z3O/X52CfxrrBSpc0cs6F84PD2ec7e/BfrHvWXft7\nrNVufhFYLGJC36WqapRSlMrGbCpc36Ox+0TH7+O6irpqyPMSJRXLqK3oYxiKtK5QVdkuRyYxLkJS\nJnidLmmc0AkDdncvc7qYUemGN94+4mg24WeeeAzLtvF8gzdu3qJj2CijIdi9ysniCFObRGmDZ2aY\n5hgnNOj6Nn7Q5cUXnmPUG7JcRERZTbjjohOL7qiPYZj0fZuD927jhgHdbpd5kjE/nXNx3C67VlWB\nGBaL5Qxdtr0/6qKkrFI64YBGtSteomuiKMF3LEzLJ1/O6O9dom4ygqBDIxA4bXPhPM1YLCKG3QBN\nRZqVmK6DrxyiImN3b59oNsf0LGzDoakT6kozm5+0xXSyBMuysS2fOI3wXGvVeKg9mZtnCY7vkeYl\nTa7p7fao0pKszPAsmygraaoM1YAXemgxoKlwXZ+f/ervn5+g8Ogje/oPfvWXcUMPz/OYzmco08Sp\nDLxugGm3jWHrqsEPPOaLRXsGvtJ4pk3Q88izGhGNJaBoJxRzaA+huB7zJCLwfNI0RZntDHAeRVh2\nW6vPdW3SNCdNcyzPxZaaS/u7JGlOERfERUzvwh4UcPvOAaPuuO0XaTtow0SZBrahKOqSNKmoq4LB\naEjTNCzjmDrPyHSF6/UxjQpLQyM2lquQqmF6OsOzbCzPRteA0izjJd3ugMB3qKWthuSqitkyQhc2\n3d0Bd995i16nQ141mEFAtVxQ6xrP6yBtR0imywUnp3OGu10C06S/MyI6mTKZT9nbHXP39iEXLu0y\nn0UMh0OiJKUuG/yOQ222O+p0klNVBXGconVN6PnMi5Qqr7A9Gw9FktW8e/Ae4YWLfObGFY4ODymy\nAmUYVHlCuLPL3YNDrly9xGIRYSlpz0AohVgOodWwXEx55+4JYeBzYbzDMi9J05Tj+ZSf/ORPkOYF\nzz3/PJ976nOQJDSOSVGC7Qja6HB6/C7Dfo8kShkNBkxmS0zPx7EMxLWock08n+BQo0VRZUuOo5K9\n8WWe++HL+I6L6boU6QJTOdhmw72jEwaDAbps2NkbM50veeTKRYplxmBngIGQ5Tn9QY94uaBqNP1u\nSBB2WU4nZFVJVZTkyxnd3QtkUUxgu+RFTFWUVE2JYVv4doeyyEiSBNMSHNdD1w1N0y41Br22Yawh\n7apUmub0ej0WScqlCxeZTI9oigJN20nNVYokb0sElmXJ53/7HGUKH7+8q7/1G7+C5bntI0SeUTXQ\n6XTJ4gTlWGhdM5sucTwHz/FQFtSVpqpqHMcmjiKqusb3POqywvRtlFYURYllmW20rRu8ToemrnBt\nC9+wmOcRSjeYymIymWEUS5TnIbVCVIOYJslsjvJMrBrssEscp4huoKqxfIfpNObxx25wdPuQ8PIe\n81mGzlOUeEDMMkmwrQ7f//cXePKJx/jkp67x+uuvE3RsdKXBNqkLgzRbsrt7gThekjUVSpk4ItR5\nCqaJaRh0eiGz2RxDG+xfu0YURRRxDkpTVjlZGmH4fRaTU0aDHiiFY5hE8yP8cIhhOAR9n3QRkRUl\nnU4HQxTzOMJswPF8mjrjdHpCt7OHEs1kdorjuZiOiaNsDFuTJ+227yDwqUtBG+2E3+33DzGDgNBq\n9ywc3TskF4WixrINxoMhioC0yomjBZ7tMOr3mE0OCXdH5EnKnYP32zJ7UUw39JnMI/YvX+Do5JjG\ncLCqmNFoh+PJnLRs6xpYroPpdmiaBtPSGALRZIG2hLrM6QYd4qKdmKvztkp2WdbkeUqNcLSc4Xoh\nHd9mPltiuR5ZWWApEyXghAHj3oDJaVsVeRmlGI7N6fGM0SBkNpvRNLB/9TJFUaDLit5g1BbTbQrq\nPAEUfugTnZ62f/imhenYzA/v0O/tkKQpymiwDBtTGaRp26m7LEsMQ5hNlgzHI6BCaNsWiqGIlxGG\nZRJ4PkqpNuBaFnXdNiUGKDX8/Nf+6PwEhU9dv6z/5Pe+giHC7PQIQzlURUa0zAiHfZSUYNjsjfd5\n6+2bDHr9tgaBNnAtl67vcHJyQtANqZqa6WRJ0LHIq5qe3yEtIhwvRNVCqRukrnAMk6wqQey2gWtd\nYZAhItimQxzHeIZFWhbcXZwQGD6Dbpt2xnmK2TQ4QYdaNSSnU+zugCrLsRyzrfmgK9ICiskMO2jr\n8338xnWSOGIZpRwfH5MXUJuKkVHhjnd55d0TLvYD+v0eTZHz3sEd9vYv4agGEyHPhWEPLDegKDWu\n3f438bs90nncFgdVVlt5qaxpmoairjBUezzcEIXt21RVe07f74RMTydUVYPnOVRNiWU55EWEa3os\nJglFE9PrjkGnaOWgdY1qNLbrY1gmZZmjlGKZZjgKMBRxWiG6ZjjYxfMN5tMZ9w5P6Q93qXROx3So\nDc3hyV18y8E1PQzLRhk1hnIp8ohJtMDBZmdvzMF7h5iWohOGNHVOmmiqbMpob8ylS5f55397Dt+0\n0bLkxsduUKQzZkmJoVx6gy5FlaMbg6yu8Rwbx/OJ6garbMjTlLyIsfwhgWOgTdpaCHlKURvYTpsp\nzZcZeZEw7HTb+p9RwiLKCFyP41nbjNiQLkKDE1gM+wPefOMtrnziOr3Q56VXX2Vvp49rBti2gSGa\nPC8xbXtVD6E9EVpV7WazxmjrZtqGR1Fqur0OCt3uwkyW1GVOEkeMxmPSoqDJS7qdHtposCyXPCsp\n8hjLNsnytknxz/3aN8/P6kORF0wnEZ4LNQY1gnJCOq6PBgyjQ5XnTKe3GQ2GNHXCIOxS5hmua5A3\nGb2+j0JTLhaMwi7DvQHT6ZS8LBl0h22lINumYxgkWY5pCfVJQm8cYgkURYPvdzl49w6mleEGLm+9\nf0ASxezv7WB5LqbfwXYdqpmiP+qSzpc4loU9vkCTL3HCkMPTCUEAo0t7HB4c4O2GLJZzbE+RxAuq\nXLf9IYcd4lnaNjgZX8Qd9PlpxwPbxZaKk3nNY49ewfS6GORtnYC0YW8YMk0ilFNSVSbJfEqWpziW\nQzyL8Tt+e1JUldgqoLEdPKmJ0OiyrXXoapO8qSBeEPSDdstzkmCbFrXW+MGIMlky2B9g1HuUTcJ8\nqtndCbh975Dd/pCkSGkaEynrduUlywgHQ5KipmMrnK5HumjPdmjb5cLeiFqEYlGTWCV73T6HtwW/\n41FWUGQFniPkRUxjaS6ORkR5TRHPqZqSq1dvcO/Ou1y+eJ0Xbt5E8LjidnntzVt0Q5tuf0SdBYiA\nGY4ZuAW1KOazU1y/h6oyQsehzHOWZcJkOufy/nV04OH5Fk2WMJm3VQMNXeF0+yRRhGFYRFWJUTfE\ncUxdaEzbYjqdEwz7vHd0jGtbjEcjlONhaAg8l0bXjPe6lFnM6we3uH7lEepaoypFvJzTC3zGo13K\npqZOIpRY0Cgs0yWpa0LTpLENFvMMy1FtX0407xzdYTGb85lHP4FrhQgGjqlB2WRFusoUYqChrjVl\nBUm8pH/l4btOb0SmICLHQAycrFvLR2DM+dYP59+G864f/n9tuKq13vmwmzYiKACIyA8eJrXZVM67\nfjj/Npx3/bAZNmzI2YctW7ZsCtugsGXLljNsUlD4s3UL+Iicd/1w/m047/phA2zYmDmFLVu2bAab\nlCls2bJlA1h7UBCRXxSRmyJyS0SeXbeeh0VE3hGRl0XkBRH5wWpsKCL/KCJvrN4H69b5ASLylyJy\nJCKv3Df2QL0i8rsrn9wUkc+vR/VZHmDDN0Tk9soPL4jI0/d9t1E2iMgjIvIvIvJDEXlVRH5zNb5Z\nftBar+0FGMCbwHXABl4EPr1OTf8H7e8A4x8Z+ybw7Or6WeAP163zPm1PAU8Cr3yYXuDTK184wLWV\nj4wNteEbwO/8L/dunA3AReDJ1XUI/NdK50b5Yd2Zwk8Bt7TWb2mtC+A7wDNr1vRReAb49ur628AX\n16jlDFrrfwUmPzL8IL3PAN/RWuda67eBW7S+WisPsOFBbJwNWuu7WuvnV9dL4DVgnw3zw7qDwj5w\ncN/n91dj5wENfE9EnhORr67G9rTWd1fX94C99Uh7aB6k97z55Wsi8tLq8eKD1HujbRCRjwFPAP/B\nhvlh3UHhPPNZrfXjwBeAXxeRp+7/Urf537lZ2jlveu/jT2kfPx8H7gJ/vF45H46IdIC/BX5La32m\nJNIm+GHdQeE28Mh9ny+vxjYerfXt1fsR8Pe0ad2hiFwEWL0frU/hQ/EgvefGL1rrQ611rbVugD/n\nf9LrjbRBRCzagPDXWuu/Ww1vlB/WHRT+E7ghItdExAa+BHx3zZo+FBEJRCT84Br4BeAVWu1fXt32\nZeAf1qPwoXmQ3u8CXxIRR0SuATeA769B34fywY9pxS/R+gE20AYREeAvgNe01t+676vN8sMGzCg/\nTTsL+ybw9XXreUjN12lnhV8EXv1ANzAC/gl4A/geMFy31vs0/w1tel3SPpt+5cfpBb6+8slN4Avr\n1v9jbPgr4GXgJdof0cVNtQH4LO2jwUvAC6vX05vmh+2Oxi1btpxh3Y8PW7Zs2TC2QWHLli1n2AaF\nLVu2nGEbFLZs2XKGbVDYsmXLGbZBYcuWLWfYBoUtW7acYRsUtmzZcob/BlFo3Nr5iS53AAAAAElF\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c2ce0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load an image and resize to 224x224\n",
    "img_path = 'elephant.jpg'\n",
    "img = image.load_img(img_path, target_size=(224, 224))\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ -9.93900299,   3.22100067,  26.31999969], dtype=float32)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Turn it into a matrix (224x224x3)\n",
    "x = image.img_to_array(img)\n",
    "# Add a dimension to make it (1x224x224x3)\n",
    "x = np.expand_dims(x, axis=0)\n",
    "# This remaps the pixel values to a negative<->positive range\n",
    "x = preprocess_input(x)\n",
    "# Here let's look at pixel (200,200)\n",
    "x[0][200][200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted: [('n02504458', 'African_elephant', 0.9184854), ('n01871265', 'tusker', 0.066342175), ('n02504013', 'Indian_elephant', 0.01471622)]\n"
     ]
    }
   ],
   "source": [
    "# Now let's make a prediction\n",
    "preds = model.predict(x)\n",
    "# Decode the results into a list of tuples (class, description, probability)\n",
    "print('Predicted:', decode_predictions(preds, top=3)[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Ok let's try a base64 encoded image\n",
    "from io import BytesIO\n",
    "from PIL import Image\n",
    "import base64\n",
    "\n",
    "# Data (this is an MNIST digit)\n",
    "data = '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'\n",
    "\n",
    "# Decode into an image\n",
    "img = Image.open(BytesIO(base64.b64decode(data)))\n",
    "# Resize to 224x224 and make sure it's RGB\n",
    "img = img.resize((224,224))\n",
    "img = img.convert(\"RGB\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-103.93900299, -116.77899933, -123.68000031], dtype=float32)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Turn it into a matrix (224x224x3)\n",
    "x = image.img_to_array(img)\n",
    "# Add a dimension to make it (1x224x224x3)\n",
    "x = np.expand_dims(x, axis=0)\n",
    "# This remaps the pixel values to a negative<->positive range\n",
    "x = preprocess_input(x)\n",
    "# Here let's look at pixel (200,200)\n",
    "x[0][200][200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 224, 224, 3)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Double check shape\n",
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('n03476684', 'hair_slide', 0.088327885),\n",
       " ('n11939491', 'daisy', 0.061741948),\n",
       " ('n03065424', 'coil', 0.057448681)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get a prediction\n",
    "preds = model.predict(x)\n",
    "# decode the results into a list of tuples (class, description, probability)\n",
    "preds = decode_predictions(preds, top=3)[0]\n",
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# Testing out converting to something that will work with flask jsonify\n",
    "data = []\n",
    "for pred in preds:\n",
    "    data.append({'id': pred[0], 'term': pred[1], 'score': float(pred[2])})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'id': 'n03476684', 'score': 0.08832788467407227, 'term': 'hair_slide'},\n",
       " {'id': 'n11939491', 'score': 0.06174194812774658, 'term': 'daisy'},\n",
       " {'id': 'n03065424', 'score': 0.05744868144392967, 'term': 'coil'}]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
